Programa académico 2018 - eva.fing.edu.uy · de grises claros y blancos y aparecerá corrido a la...

Captura de Datos por Percepcioacuten Remota

UdelaR FING IA Departamento de Geomaacutetica Prof Adj Gdo 3 Ing Agrim Edison Rosas Prof Asist Grdo 2 Geoacutegrafo Eduardo Vasquez

CU

RSO

de GR

ADO

ndash TCI24

Program

a acadeacutemico 2018

45 - Interpretacioacuten de Imaacutegenes Tratamiento digital Uso cartograacutefico de las imaacutegenes Distorciones de una imagen Fuentes de distorsioacuten Correcciones Los valores de asignacioacuten a los pixeles Histogramas 46 - Interpretacioacuten de Imaacutegenes Tratamiento digital Optimizacioacuten de las imaacutegenes Realces y mejoras visuales Contraste en una imagen Composiciones color El color verdadero el falso color el pseudo color 47 - Interpretacioacuten de Imaacutegenes Tratamiento Digital Filtros espaciales Concepto de kernel Filtros paso bajo y paso alto Filtros direccionales Anomaliacuteas y correccioacuten atmosfeacuterica Correcciones radiomeacutetricas Anomaliacuteas radiomeacutetricas Fallos en el sensorCorreccioacuten atmosfeacuterica concepto Meacutetodo valores miacutenimos Regresioacuten entre bandas Dispersioacuten por aerosolesCalibracioacuten Caso misioacuten Landsat 48 - Interpretacioacuten de Imaacutegenes Tratamiento Digital Correcciones geomeacutetricas Georreferenciacioacuten Uso de puntos de control Fuentes de error Procesamiento geomeacutetrico Correccioacuten Transformacioacuten geomeacutetrica Calidad y ajuste Generacioacuten de la nueva imagen Transferencia de ND

MOacuteDULO IV Interpretacioacuten de las imaacutegenes

Tratamiento Digital

Distorsiones que aparecen en las imaacutegenes

Mejora y optimizacioacuten de las imaacutegenes

Tratamiento digital filtrado y correcciones

UdelaR FING IA - Departamento de Geomaacutetica ndash Programa acadeacutemico 2018 ndash Curso de Grado ndash TCI24 Captura de Datos por Percepcioacuten Remota 1er Semestre 2018

MOacuteDULO IV

45 ndash Interpretacioacuten de Imaacutegenes Tratamiento digital

46 Interpretacioacuten de Imaacutegenes

Interpretacioacuten de Imaacutegenes Interpretacioacuten de Imaacutegenes Tratamiento digital Uso cartograacutefico de las imaacutegenes Distorciones de una imagen Fuentes de distorsioacuten Correcciones Los valores de asignacioacuten a los pixeles Histogramas

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ORGANIZACIOacuteN DE UNA IMAGEN

EXPLOTANDO LAS IMAacuteGENES

httpgeograuahesrtm uso cartograacutefico de

las imaacutegenes

LAS IMAacuteGENES DE SENSORES ESPACIALES

NO SON CARTOGRAFIacuteA

NATURALEZA DE LA PROYECCIOacuteN

DISTORSIONES SISTEMEacuteTICAS

DISTORSIONES ALEATORIAS

UDELAR ndash FING ndash IA - CAPTURA DE DATOS POR PERCEPCIOacuteN REMOTA TCI24

MOacuteDULO IV ndash INTERPRETACIOacuteN DE IMAacuteGENES

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DISTORSIONES POSIBLES DE UNA IMAGEN

httpgeograuahesrtm radiomeacutetricas geomeacutetricas

IMAGEN ADQUIRIDA (no olvidemos que la tratamos en su formato numeacuterico matricial) PRESENTARAacute ANOMALIacuteAS CON RESPECTO A LO QUE ES LA IMAGEN REAL

SITUACIOacuteN O UBICACIOacuteN DE SUS PUNTOS VALORES DE LOS NIVELES DIGITALES

Algunas de eacutestas correcciones seraacuten tareas de las estaciones de recepcioacuten (las que ofrecen distintos niveles de correccioacuten)

Pero helliphelliphelliphellip para un estudio detallado de una imagen (como pueden ser estudios

multitemporales o fusioacuten con otros datos de otras fuentes cartograacuteficas) van a requerir de correcciones




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FUENTES DE DISTORSIOacuteN

correcciones


LA PLATAFORMA QUE PORTA AL SATELITE OSCILA

SU MOVIMIENTO ORBITAL ES CASI UNIFORME SIN ACELERACIONES EN DIRECCIONES

LOS SATELITES SUFREN PEQUENtildeAS VARIACIONES

ALTURA ORBITAL

VELOCIDAD ORIENTACIOacuteN (aleteo cabeceo ladeo)



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correcciones


OSCILACIOacuteN DE LA PLATAFORMA

ROTACIOacuteN TERRESTRE

TIEMPO DE BARRIDO

DISTORSIOacuteN PANORAacuteMICA

CURVATURA DE LA TIERRA

DISTORSIONES RADIOMEacuteTRICAS PEacuteRDIDA DE LIacuteNEAS O CELDAS BANDEADO EFECTO ATMOSFEacuteRICO



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CORRECCIONES

operadores


OPERADOR la funcioacuten matemaacutetica que se aplica sobre la imagen

w = f (xyz) T wrsquo = f lsquo (xlsquoyrsquozrsquo) lo desglosamos en componentes

en x e y seraacuten las transformaciones geomeacutetricas y en z la transformaciones radiomeacutetricas

TIPOS DE OPERADORES puntuales cada elemento de la img final es funcioacuten de un solo elemento de la img inicial

locales luminancia de un elemento de la img final es funcioacuten de las luminancias de un entorno de cada elemento de la img inicial globales toda la img final es funcioacuten de toda la img inicial TRANSFORMACIONES Radiomeacutetricas modifican la amplitud de la sentildeal manteniendo invariable las coordenadas de cada celda

Geomeacutetricas modifican la geometriacutea de la imagen dejando constante los valores de su radiometriacutea



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ANAacuteLISIS DIGITAL DE LAS IMAacuteGENES

httpgeograuahesrtm

los valores de asignacioacuten a los

pixeles

Los sensores utilizados en teledeteccioacuten estaacuten calibrados para recibir valores muy altos de radiacioacuten sin llegar a saturarse por lo que lo normal es que todos los valores recibidos esteacuten muy

por debajo de los maacuteximos posibles

La consecuencia es que los valores de ND obtenidos son muy bajos y las imaacutegenes se van a ver oscuras muy poco

contrastadas Una forma de solventar este problema es ajustar el contraste mediante diversas teacutecnicas




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LA MATRIZ DE DATOS

valores de celdas perdidas

A veces se requiere de poder restaurar valores dado que la matriz de datos contiene celdas perdidas y aparecen ND con valores nulos

en el dominio espacial

Una forma de corregir asignar un valor a la celda o liacutenea perdida tomar para cada pixel el ND del vecino

de la liacutenea anterior de la liacutenea siguiente

promedio en el dominio de la frecuencia

Otra manera seguacuten el valor de la celda en otra banda correlacionada

se calculan los histogramas parciales de las celdas en estudio para cada detector se obtiene la media y desviacioacuten estaacutendar de los ND correspondientes a cada detector

Se aplica NDacuteij = ak ND ij + bk




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RESTAURACIOacuteN DE CELDAS PERDIDAS

estudio de histogramas

httpcoelloujaenesAsignaturasteledeteccion




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ESTADIacuteSTICAS E HISTOGRAMA DE UNA IMAGEN

ENTENDIENDO LAS IMAacuteGENES

httpgeograuahesrtm que es un

histograma

IMAGEN DIGITAL SIMPLE DE 8 x 8 PIXELES EN NIVELES DE GRIS CON UNA PROFUNDIDAD DE 2 BITS

CUATRO VALORES POSIBLES DE BRILLO PASADOS A TONOS DE GRIS NEGRO GRIS OSCURO GRIS CLARO Y BLANCO

ND BRILLO

0 Negro

1 Gris oscuro

2 Gris claro

3 Blanco

veremos entonces que es un HISTOGRAMA



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HISTOGRAMA


conceptualidades

REPRESENTACIOacuteN GRAacuteFICA DE LOS NIVELES DE GRISES EN FUNCIOacuteN DE LA REPETICIOacuteN DE VECES EN QUE APARECE CADA UNO DE LOS NIVELES DE GRIS

deducciones

11

15

38

0

adaptado de El histograma de una Imagen Digital Universidad

Politeacutecnica de Valencia

La mayor parte de los piacutexeles son blancos por lo que probablemente la imagen tenga un fondo blanco uniforme

Hay un nuacutemero significativo de pixeles negros y pixeles blancos lo que hace que la imagen presente un aspecto bien contrastado



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HISTOGRAMA IDEAL


elementos a considerar

Como regla general se considera que una imagen tiene un buen contraste si su histograma se extiende ocupando casi todo el rango

de tonos

adaptado de El histograma de una Imagen Digital Universidad Politeacutecnica de Valencia



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HISTOGRAMA IDEAL



Por ejemplo en una imagen nocturna el histograma estaacute fuertemente desplazado al lado izquierdo (zona de tonos oscuros) y

evidencia que no hay apenas ninguna zona de la imagen muy brillante




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HISTOGRAMA IDEAL



En este caso el histograma es marcadamente maacutes alto en la zona de grises claros y blancos y apareceraacute corrido a la derecha hacia el

lado de los valores altos de iluminacioacuten




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HISTOGRAMA IDEAL



Se entiende por contraste la diferencia de brillo entre las zonas maacutes claras y maacutes oscuras en una imagen En este paisaje con niebla es

un ejemplo de bajo contraste Se traduce en un histograma estrecho Ademaacutes como la toacutenica dominante son los grises medios

se observa que estaacute bastante centrado




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QUE SUCEDE CON LAS IMAacuteGENES SATELITALES


conjunto de datos

Frente a escenas con una iluminacioacuten maacutes normal y con una gran cantidad de elementos detectados los histogramas deberiacutean ser como en el primer caso que

hemos visto

Si no sucede

Histograma desplazado a la izquierda puede denotar falta de exposicioacuten

Histograma desplazado a la derecha puede ser un exceso de exposicioacuten




Interpretacioacuten de Imaacutegenes Interpretacioacuten de Imaacutegenes Tratamiento digital Optimizacioacuten de las imaacutegenes Realces y mejoras visuales Contraste en una imagen Composiciones color El color verdadero el falso color el pseudo color

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OPTIMIZACIOacuteN DE LAS IMAacuteGENES


mejorar visualmente las imaacutegenes

MANIPULAR DE FORMA FLEXIBLE Y SOFISTICADA EL ND DE LOS PIXELES

LUEGO DE CORRECCIONES LAS IMAacuteGENES HAY QUE OPTIMIZARLAS DESDE EL PUNTO DE VISTA VISUAL

diferentes tipos



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REALCES Y MEJORAS VISUALES


httpamericalatina-nacblogspotcomuy2009_10_01_archivehtml

optimizacioacuten de las imaacutegenes

proceso destinado a facilitar la interpretacioacuten visual



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anaacutelisis del histograma

ecualizacioacuten del histograma



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gaussiano



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lineal 2



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lineal



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raiacutez cuadrada



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lineal 0 - 255



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PORQUEacute EL REALCE


LOS SENSORES SON CALIBRADOS PARA ABARCAR TODO EL RANGO POSIBLE DE RADIANCIAS

PARA CADA USO EN CONCRETO ES NECESIDAD IMPERIOSA

EXPANDIR EL HISTOGRAMA Y ASIacute CUBRIR EL RANGO COMPLETO DE NIVELES DE GRIS

histograma UDELAR ndash FING ndash IA - CAPTURA DE DATOS POR PERCEPCIOacuteN REMOTA TCI24


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CONTRASTE EN UNA IMAGEN


expansioacuten del contraste

los datos uacutetiles solo ocupan pequentildea parte de los niveles de gris disponibles

expandir o estirar el histograma es cambiar los valores originales de ND para utilizar mayor rango

asiacute incrementar el contraste visual de diferentes objetos



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ejemplos visuales

sin realce lineal

frecuencial gamma

MEacuteTODOS DE EXPANSIOacuteN DEL CONTRASTE



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lineal

expansioacuten lineal

lo maacutes simple transformacioacuten en liacutenea llevando el valor miacutenimo a 0 y maacuteximo a 255 o se usa un rango por encima y por debajo de miacutenimo y maacuteximo

EXPANSIOacuteN I



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lineal

EXPANSIOacuteN I expansioacuten

logariacutetmico exponencial

gamma

curvas de transferencia en lugar de rectas gamma es la curvatura de dicha curva se expanden maacutes el contraste de los extremos o del centro



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frecuencial

EXPANSIOacuteN II

frecuencial ecualizacioacuten del

histograma

cuando los valores de ND no estaacuten distribuidos uniformemente intentar en la medida de lo posible que los valores de salida de los ND tengan el mismo de pixeles con dicho valor



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compresioacuten del contraste

Ya sabemos que el contraste mide el rango dinaacutemico de los colores en la imagen es decir una imagen muy contrastada tiene un amplio abanico de colores (o tonos de gris) desde valores muy bajos a valores muy altos Para una imagen con poco contraste los colores estaacuten muy juntos el margen dinaacutemico es pequentildeo La variacioacuten en el contraste aparece como una compresioacuten del histograma en caso de una reduccioacuten a la inversa de lo visto en el caso de una expansioacuten

Compresioacuten si el rango excede de las capacidades del sistema

Se ha de comparar el nuacutemero de niveles digitales (ND) de la imagen con los niveles de visualizacioacuten (NV) o grises del sistema Es de menos aplicacioacuten Al igual que el brillo variando el contraste se puede provocar una peacuterdida de informacioacuten de la imagen



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MAYOR APLICABILIDAD DEL REALCE


realce oacuteptimo

realce frecuencial

realce lineal

laquo r e a l c e oacute p t i m o raquo optimiza interpretacioacuten de la imagen

mejor esteacutetica de la imagen NO COINCIDE CON NINGUacuteN CORTE PREDETERMINADO

Y SE LOGRA INTERACTIVAMENTE EN PANTALLA Y PARA CADA BANDA



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COMPOSICIONES COLOR


formatos de composiciones

CON LA CRECIENTE APARICIOacuteN DE LOS SENSORES HIPERESPECTRALES LAS POSIBILIDADES DE COMPOSICIONES

COLOREADAS DE BANDAS SON CASI ILIMITADAS

LA ELECCIOacuteN DE LAS BANDAS PARA REALIZAR LA COMPOSICIOacuteN Y EL ORDEN DE LAS BANDAS ASIGANADAS A LOS COLORES

PRIMARIOS DEPENDERAacute DE

Sensor Aplicacioacuten



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EL SEUDO - COLOR


httpgeograuahesrtm formatos de

composiciones

Ya hemos afirmado de que el ojo humano es maacutes capaz de distinguir tonos de color que intensidades de brillo

Por ello el empleo del color ayuda a la interpretacioacuten incluso cuando podamos tener una sola imagen de una banda

Es aquiacute que hablamos del SEUDO COLOR por no contar con tres bandas

El seudo color implica la creacioacuten de una CLUT que asocie el ND de una sola banda a distintos componentes del R V y A APLICACIONES 1 Para tener una leyenda de colores para una img clasificada 2 Para realzar el anaacutelisis de una determinada banda y sustituir los tonos de gris por una paleta de colores



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CLUT COLOUR LOOK-UP TABLE TABLA DE CONSULTA DE COLOR


httpsenwikipediaorgwikiColour_look-up_table

creacioacuten del seudo color



Interpretacioacuten de Imaacutegenes Interpretacioacuten de Imaacutegenes Tratamiento Digital Filtros espaciales Concepto de kernel Filtros paso bajo y paso alto Filtros direccionales Anomaliacuteas y correccioacuten atmosfeacuterica Correcciones radiomeacutetricas Anomaliacuteas radiomeacutetricas Fallos en el sensorCorreccioacuten atmosfeacuterica concepto Meacutetodo valores miacutenimos Regresioacuten entre bandas Dispersioacuten por aerosolesCalibracioacuten Caso misioacuten Landsat


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conceptos de que es un filtro

espacial

FUNCIONES PARA MEJORAR ASPECTO DE LAS IMAacuteGENES

REALZAN O DISMINUYEN ELEMENTOS VISUALES DE LA IMG

BASADOS EN LA FRECUENCIA ESPACIAL

FRECUENCIAS ESPACIALES ALTAS Variaciones que se producen en pocos piacutexeles TENDENCIA GENERAL FRECUENCIAS ESPACIALES BAJAS

Variaciones que se producen en muchos piacutexeles CONTRASTES LOCALES

FILTROS Figura - CCRS CCT



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conceptos de kernel

FILTRADO ESPACIAL Figura - CCRS CCT FILTRADO EN EL DOMINIO

ESPACIAL Lo mas comuacuten es la aplicacioacuten de una ventana deslizante con valores que son coeficientes fijos de una matriz La MATRIZ se suele llamar KERNEL o nuacutecleo del filtro



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FILTRO DIGITAL


aplicacioacuten del kernel

3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices

LOS VALORES DEL KERNEL SE MULTIPLICAN POR EL PIacuteXEL QUE TIENEN DEBAJO Y LUEGO SE SUMAN TODOS LOS PRODUCTOS

Y PARA OBTENER EL VALOR DEL PIacuteXEL CENTRAL EN LA IMAGEN TRANSFORMADA SE LO DIVIDE POR LA SUMA DE LOS PONDERADOS O PESOS



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FILTRO - PASO BAJO PASO ALTO



26

FILTROS DE PASO BAJO SE FAVORECEN A LOS PIXELES

PERIFEacuteRICOS SE MINIMIZAN LAS DIFERENCIAS CON LOS VECINOS ES UNA ESPECIE DE SUAVIZADO

FILTRO DE PASO ALTO PONDERACIOacuteN DEL VALOR CENTRAL EN DETRIMENTO DE LOS CIRCUNDANTES

SE EXAGERAN DIFERENCIAS Y SE RESALTAN VARIACIONES



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FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL

FILTRO PASO BAJO 3x3 SE TRATA DE ASEMEJAR LOS VALORES DE ND DE UN PIXEL A LOS VALORES VECINOS EN TEacuteRMINOS VISUALES LA IMAGEN FILTRADA OFRECE PERFILES MENOS NIacuteTIDOS

FILTRO PASO BAJO 7x7 SIRVE PARA REDUCIR VARIABILIDAD ESPACIAL DE ALGUNA CATEGORIacuteA ANTES DE UN PROCESO DE CLASIFICACIOacuteN



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FILTRO DE PASO ALTO


IMAGEN ORIGINAL

FILTRO PASO ALTO 3x3 SE TRATA DE AISLAR LOS COMPONENTES DE ALTA FRECUENCIA Y REMARCAR DIGITALMENTE CONTRASTES EN TEacuteRMINOS VISUALES LA IMAGEN FILTRADA REFUERZA LOS CONTORNOS EN AacuteREAS HOMOGEacuteNEAS

FILTRO PASO ALTO 7x7 SIRVE PARA LOGRAR REALCES DE RASGOS LINEALES COMO PUEDEN SER EN AacuteREAS URBANAS O RASGOS GEOLOacuteGICOS

simulacioacuten

httpgeograuahesrtm



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EJEMPLOS




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EJEMPLOS




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EJEMPLOS




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EJEMPLOS




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EJEMPLOS




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FILTROS DIRECCIONALES


Figura - Landsat USGS

IMAGEN ORIGINAL

FILTRO DIRECCIONAL PERMITEN IDENTIFICAR LOS RASGOS FRONTERIZOS EN LAS IMAacuteGENES COMO LOS FILTROS ANTERIORES PERO AHORA CONSIDERANDO LA ORIENTACIOacuteN

se tiene en cuenta la

orientacioacuten



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matrices con direccioacuten

NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN

LOS NOMBRES OBEDECEN A LA DIRECCIOacuteN DEL CONTRASTE QUE SENtildeALAN

LA DIRECCIOacuteN QUE REALZAN ES JUSTAMENTE LA PERPENDICULAR




Interpretacioacuten de Imaacutegenes Interpretacioacuten de Imaacutegenes Tratamiento Digital Correcciones geomeacutetricas Georreferenciacioacuten Uso de puntos de control Fuentes de error Procesamiento geomeacutetrico Correccioacuten Transformacioacuten geomeacutetrica Calidad y ajuste Generacioacuten de la nueva imagen Transferencia de ND

INSTITUTO DE AGRIMENSURA - DEPARTAMENTO DE GEOMAacuteTICA PROF ADJUNTO GRADO 3 EDISON J ROSAS BERTON

El tratamiento de una imagen de sateacutelite Georreferenciacioacuten

(paso de un sistema de filas y columnas a un sistema de coordenadas estandard)

Para ello debe obtenerse una muestra de puntos de control de los que conozcamos tanto sus coordenadas reales como sus coordenadas en

la imagen deben ser por tanto objetos de un tamantildeo adecuado para resultar identificables tanto en la imagen como sobre el terreno el tamantildeo

dependeraacute loacutegicamente de la resolucioacuten de la imagen A partir de estos puntos de control se obtendraacuten por regresioacuten unas ecuaciones que permitiraacuten a cada par filacolumna un par de coordenadas

XY

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GEORREFERENCIACIOacuteN


georreferenciacioacuten porqueacute



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PUNTOS DE CONTROL


uso de puntos de control



DISTORSIONES POR LA PLATAFORMA ALTITUD DE LA OacuteRBITA ndash Cambio de escala

VELOCIDAD ndash Cambios de escala ORIENTACIOacuteN DE LOS TRES EJES ndash Distorsiones en la geometriacutea

NO SISTEMAacuteTICOS Y COMPLEJOS DE MODELAR

DISTORSIONES POR ROTACIOacuteN TERRESTRE

CONSIDERANDO ALTITUD (800 Km) y TAMANtildeO DE LA IMAGEN (180 Km)ndashEn latitudes medias tarda en adquirir unos 30 segundos la Tierra se desplaza unos 8 Km

ORIENTACIOacuteN NE SW

DISTORSIONES POR EL SENSOR ANOMALIacuteAS SENSOR y MOVIMIENTO ESPEJO ndash Barrido no lineal o cambio en intervalos

AacuteNGULO DE BARRIDO ndash Variacioacuten en el tamantildeo de pixel

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ERROR EN UNA IMAGEN ESPACIAL


fuentes de error



Una correccioacuten geomeacutetrica incluye CUALQUIER CAMBIO EN LA POSICIOacuteN DE LOS PIXELES que

conforman la imagen f (c`) = f1 (c l) f (x y) f (l`) = f2 (c l) f (x y)

COORDENADAS DE IMAGEN CORREGIDA SON FUNCIOacuteN DE COORDENADAS COLUMNA Y LIacuteNEA DE LA

IMAGEN DE ENTRADA O DE LAS COORDENADAS DE MAPA AL QUE SUPERPONDREMOS LA IMAGEN

1 CON OBJETIVO DE REALIZAR UNA TRANSFORMACIOacuteN GEOMEacuteTRICA QUE PERMITA AJUSTARLA A OTRA IMAGEN REFERENCIA NORMALMENTE PARA REALIZAR ESTUDIOS MULTITEMPORALES O MOSAICOS CON EL FIN DE AMPLIAR LOS DATOS E INFORMACIOacuteN DE UNA ZONA

2 ESTO PERMITIRAacute QUE LA NUEVA IMAGEN LA PUEDA INTEGRAR CON INFORMACIOacuteN DE OTRAS FUENTES POR EJEMPLO EN UN AMBIENTE SIG

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PROCESAMIENTO GEOMEacuteTRICO


correccioacuten geomeacutetrica



asumimos que

NO SE CONOCE EL ORIGEN DE LOS ERRORES

modelamos

ECUACIONES EMPIacuteRICAS

aplicadas a un conjunto de puntos

COORDENADAS CONOCIDAS IMAGEN INPUT e IMAGEN OUTPUT

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puntos de control



1 ndash SELECCIOacuteN DE REFERENCIAS 2 ndash ECUACIONES DE AJUSTE

3 ndash GENERACIOacuteN DE LA IMAGEN CORREGIDA

ES OBVIO CALIDAD DEL AJUSTE DEPENDERAacute DE PRECISIOacuteN CON QUE SE

LOCALICEN LOS PUNTOS DE CONTROL INEXACTA LOCALIZACIOacuteN

DISTRIBUCIOacuteN MUY SECTORIZADA NUacuteMERO DE PUNTOS DE CONTROL INADECUADO

ESTABLECER LOS PUNTOS DE CONTROL FASE MAS CRUCIAL

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procesamiento de la correccioacuten



Resaltamos la importancia de

NUacuteMERO LOCALIZACIOacuteN DISTRIBUCIOacuteN

Que debemos atender Prof

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que considero UDELAR ndash FING ndash IA - CAPTURA DE DATOS POR PERCEPCIOacuteN REMOTA TCI24


Figura ndash Croquis ilustrativos de apoyo

TERRENO O ZONAS PLANAS CON IMG OBTENIDAS POR UN SENSOR DE ESTRECHA VISIOacuteN DE CAMPO

TRANSFORMACIOacuteN

BASADO EN ECUACIONES LINEALES SIMPLES

TERRENO ESCARPADO O RUGOSO O UTILIZACIOacuteN DE IMG OBTENIDAS EN UN SENSOR CON VARIACIONES EN LAS CONDICIONES DE OBSERVACIOacuteN

TRANSFORMACIOacuteN MAacuteS COMPLEJA

POLINOMIOS DE SEGUNDO O TERCER ORDEN

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CORRECCIOacuteN




Desde un punto de vista matemaacutetico

GRADO 1 ndash 3 puntos GRADO 2 ndash 6 puntos GRADO 3 ndash 10 puntos

Seguacuten mis objetivos del trabajo no es conveniente utilizar esos miacutenimos

14 a 20 puntos (Landsat 5 MMS ndash seguacuten Bernstein R y D G Ferneyhough Jr 1978)

100 a 120 puntos (Landsat 7 TM ndash seguacuten el National Remote Sensing Center de Inglaterra)

10 o 12 puntos (Pequentildea zona de 512 x 512 pixeles ndash seguacuten Emilio Chuvieco 2010)

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CORRECCIOacuteN


matemaacuteticamente UDELAR ndash FING ndash IA - CAPTURA DE DATOS POR PERCEPCIOacuteN REMOTA TCI24


QUE DEBEMOS DE CONSIDERAR EN CUANTO A LA LOCALIZACIOacuteN

CLARAMENTE IDENTIFICABLES EN IMAGEN Y MAPA RASGOS HUMANOS DEL PAISAJE NO SUJETOS A DINAMISMO TEMPORAL

CRUCE DE CARRETERAS

CAMINOS VIacuteA FEacuteRREAS

NO CONSIDERAR ELEMENTOS ASOCIADOS AL AGUA

COSTA CURSOS DE AGUA

EMBALSES

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CORRECCIOacuteN


localizacioacuten TCP UDELAR ndash FING ndash IA - CAPTURA DE DATOS POR PERCEPCIOacuteN REMOTA TCI24


la correccioacuten digital de la geometriacutea de una imagen se realiza a partir de establecer unas funciones que relacionen las coordenadas de la imagen

y las coordenadas del mapa

EJ CASO MAS SIMPLE REGRESIOacuteN LINEAL MUacuteLTIPLE

ci = a0 + a1 Xi + a2 Yi li = b0 + b1 Xi + b2 Yi

EN LA PRAacuteCTICA BASTA UNA FUNCIOacuteN LINEAL PARA ABORDAR UN GRAN NUacuteMERO DE

TRANSFORMACIONES Y SON SUFICIENTES SI LAS IMAacuteGENES NO SON MUY GRANDES ANTE LA NECESIDAD DE OTRAS TRANSFORMACIONES SE UTILIZAN DE 2ordm y 3ordm ORDEN CONSIDERANDO ALTERACIONES GEOMEacuteTRICAS NO LINEALES (FUNCIONES QUE NO SE DEFINEN EN UN PLANO

CON EJES LINEALES SINO QUE SUPERFICIES CON EJES CURVILIacuteNEOS)

LOS COEFICIENTES DE LAS FUNCIONES DE TRANSFORMACIOacuteN SE CALCULAN A PARTIR DE UN AJUSTE POR MIacuteNIMOS CUADRADOS

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CORRECCIOacuteN


funciones de transformacioacuten



Figura ndash ejemplos de funciones de transformacioacuten geomeacutetrica con el efecto causado

TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN

x = a0 + xacute y = b0 + yacute

x = xacute + a2 yacute y = yacute

x = a1 xacute y = b1 yacute

x = a3xacute yacute y = yacute

x = a4xacute + a5yacute y = b4xacute + b5yacute a4 = b5 = cos Ɵ a5 = -b4 = sen Ɵ

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CORRECCIOacuteN


transformacioacuten geomeacutetrica



comparacioacuten coordenadas reales y las estimadas por la regresioacuten

el promedio de los residuales se conoce como error medio cuadraacutetico

la calidad del ajuste lo da el RMSE (root mean squared error)

(error medio cuadraacutetico)

RMSE es la raiacutez cuadrada de las desviaciones entre los valores reales y los

calculados

RMSE para cada punto es la raiacutez de los residuales al cuadrado que es la distancia entre ellos

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EVALUACIOacuteN DE LA CORRECCIOacuteN


RMSE UDELAR ndash FING ndash IA - CAPTURA DE DATOS POR PERCEPCIOacuteN REMOTA TCI24


la praacutectica hace que fijemos una TOLERANCIA y es que si ese promedio supera un valor fijado previamente haya que rever

el valor fijado previamente generalmente es igual o menor a un PIXEL

una correcta verificacioacuten

NECESITA introducir PUNTOS de VERIFICACIOacuteN

que no hayan sido introducidos en el ajuste

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tolerancias fijadas



traducimos coordenadas de un mapa a la imagen tambieacuten necesitamos a la nueva imagen

TRANSFERIR LOS VALORES DIGITALES no olvidar que lo que queremos es generar una nueva imagen que se

corresponda con las coordenadas y las funciones de ajuste

NO ORIGINAN NUEVA IMAGEN solo colocan a los pixeles en la posicioacuten correcta

en criollo las funciones de transformacioacuten generan una nueva matriz bien posicionada pero vaciacutea

DEBEMOS LLENAR LA MATRIZ problema maacutes complejo de lo que puede

pensarse Prof

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TRANSFERENCIA DE VALORES A LA NUEVA IMG


generacioacuten de la nueva imaacutegen



cada pixel de la imagen corregida se corresponderiacutea con un pixel de la imagen original

LEJOS DE ESE IDEAL

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TRANSFERENCIA DE ND


meacutetodo I

vecino maacutes proacuteximo ( nearest neighbour )

a cada celda de la imagen corregida se asigna el ND del pixel maacutes cercano de la

imagen original

SOLUCIOacuteN RAacutePIDA MENOR DISTORSIOacuteN DE LOS ND

INTRODUCE RASGOS LINEALES QUE DISTORSIONAN

CORRECCIOacuteN DE IMAacuteGENES CLASIFICADAS

CONSERVAR LA RADIOMETRIacuteA



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TRANSFERENCIA DE ND


meacutetodo II

interpolacioacuten bilineal ( bilinear interpolation )

supone promediar los ND de los cuatro pixeles mas cercanos

con ponderacioacuten seguacuten la distancia pixeles originalcorregido

REDUCE EL EFECTO DE DISTORSIOacuteN EN RASGOS LINEALES

TIENDE A DIFUMINAR LOS CONTRASTES ESPACIALES

CORRECCIOacuteN ORIENTADA AL ANAacuteLISIS VISUAL

GENERACIOacuteN DE IMAacuteGENES RECTIFICADAS MAPAS



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TRANSFERENCIA DE ND


meacutetodo III

convolusioacuten cuacutebica ( cubic convolution )

supone considerar los ND de los 16 pixeles mas proacuteximos

media ponderada seguacuten la distancia pixeles originalcorregido

EFECTO VISUAL MAS CORRECTO

VOLUacuteMEN DE CAacuteLCULO MUY SUPERIOR TENDENCIA A AGUDIZAR BORDES DE LA IMAGEN


GENERACIOacuteN DE ORTOIMAacuteGENES IMPRESIONES DE CALIDAD


Nuacutemero de diapositiva 1


MOacuteDULO IV








































































45 - Interpretacioacuten de Imaacutegenes Tratamiento digital Uso cartograacutefico de las imaacutegenes Distorciones de una imagen Fuentes de distorsioacuten Correcciones Los valores de asignacioacuten a los pixeles Histogramas 46 - Interpretacioacuten de Imaacutegenes Tratamiento digital Optimizacioacuten de las imaacutegenes Realces y mejoras visuales Contraste en una imagen Composiciones color El color verdadero el falso color el pseudo color 47 - Interpretacioacuten de Imaacutegenes Tratamiento Digital Filtros espaciales Concepto de kernel Filtros paso bajo y paso alto Filtros direccionales Anomaliacuteas y correccioacuten atmosfeacuterica Correcciones radiomeacutetricas Anomaliacuteas radiomeacutetricas Fallos en el sensorCorreccioacuten atmosfeacuterica concepto Meacutetodo valores miacutenimos Regresioacuten entre bandas Dispersioacuten por aerosolesCalibracioacuten Caso misioacuten Landsat 48 - Interpretacioacuten de Imaacutegenes Tratamiento Digital Correcciones geomeacutetricas Georreferenciacioacuten Uso de puntos de control Fuentes de error Procesamiento geomeacutetrico Correccioacuten Transformacioacuten geomeacutetrica Calidad y ajuste Generacioacuten de la nueva imagen Transferencia de ND

MOacuteDULO IV Interpretacioacuten de las imaacutegenes

Tratamiento Digital

Distorsiones que aparecen en las imaacutegenes

Mejora y optimizacioacuten de las imaacutegenes

Tratamiento digital filtrado y correcciones

UdelaR FING IA - Departamento de Geomaacutetica ndash Programa acadeacutemico 2018 ndash Curso de Grado ndash TCI24 Captura de Datos por Percepcioacuten Remota 1er Semestre 2018

MOacuteDULO IV




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las imaacutegenes








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correcciones





ALTURA ORBITAL




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correcciones




TIEMPO DE BARRIDO






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CORRECCIONES

operadores










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httpgeograuahesrtm


pixeles








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LA MATRIZ DE DATOS













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histograma



ND BRILLO

0 Negro

1 Gris oscuro

2 Gris claro

3 Blanco




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HISTOGRAMA


conceptualidades


deducciones

11

15

38

0







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HISTOGRAMA IDEAL




de tonos




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HISTOGRAMA IDEAL








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HISTOGRAMA IDEAL








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HISTOGRAMA IDEAL









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Prof

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Prof

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Prof

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Prof

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gaussiano



Prof

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lineal 2



Prof

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lineal



Prof

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raiacutez cuadrada



Prof

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lineal 0 - 255



Prof

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Prof

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Prof

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Prof

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EXPANSIOacuteN I



Prof

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lineal



gamma




Prof

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Prof

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Prof

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Prof

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espacial









Prof

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conceptos de kernel





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26







Prof

Adju

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IMAGEN ORIGINAL





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EJEMPLOS




Prof

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EJEMPLOS




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EJEMPLOS




Prof

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EJEMPLOS




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EJEMPLOS




Prof

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IMAGEN ORIGINAL



orientacioacuten



Prof

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NORTE

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NOROESTE

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Prof

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quez






Prof

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PUNTOS DE CONTROL













Prof

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Prof

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asumimos que


modelamos




Prof

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TRANSFORMACIOacuteN





Prof

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CORRECCIOacuteN










Prof

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

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CORRECCIOacuteN












Prof

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

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Prof

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CORRECCIOacuteN










calculados


Prof

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Prof

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tolerancias fijadas









pensarse Prof

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LEJOS DE ESE IDEAL

Prof

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Prof

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

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TRANSFERENCIA DE ND


meacutetodo II










Prof

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TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































MOacuteDULO IV




Prof

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las imaacutegenes








Prof

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Prof

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ALTURA ORBITAL




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quez


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TIEMPO DE BARRIDO






Prof

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CORRECCIONES

operadores










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pixeles








Prof

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LA MATRIZ DE DATOS













Prof

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Prof

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ND BRILLO

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HISTOGRAMA


conceptualidades


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11

15

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0







Prof

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HISTOGRAMA IDEAL




de tonos




Prof

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HISTOGRAMA IDEAL








Prof

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HISTOGRAMA IDEAL








Prof

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HISTOGRAMA IDEAL









Prof

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conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

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Edu

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quez






diferentes tipos



Prof

Adju

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Prof

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Prof

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gaussiano



Prof

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lineal 2



Prof

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lineal



Prof

Adju

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raiacutez cuadrada



Prof

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lineal 0 - 255



Prof

Adju

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Prof

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Prof

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Prof

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Prof

Adju

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EXPANSIOacuteN I



Prof

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lineal



gamma




Prof

Adju

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EXPANSIOacuteN II


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Prof

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Prof

Adju

nto

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COMPOSICIONES COLOR










Prof

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EL SEUDO - COLOR



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Prof

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Prof

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espacial









Prof

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conceptos de kernel





Prof

Adju

nto

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FILTRO DIGITAL



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1 2 1

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Prof

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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FILTRO DE PASO BAJO


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IMAGEN ORIGINAL





Prof

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



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Prof

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EJEMPLOS




Prof

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Prof

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Prof

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Prof

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Prof

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IMAGEN ORIGINAL



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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

Adju

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Prof

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CRUCE DE CARRETERAS




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Prof

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Prof

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Prof

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Prof

Adju

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Prof

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LEJOS DE ESE IDEAL

Prof

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Prof

Adju

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TRANSFERENCIA DE ND


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Prof

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TRANSFERENCIA DE ND


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TRANSFERENCIA DE ND


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Prof

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Prof

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ALTURA ORBITAL




Prof

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TIEMPO DE BARRIDO






Prof

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LA MATRIZ DE DATOS













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Prof

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Prof

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Prof

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HISTOGRAMA IDEAL




de tonos




Prof

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HISTOGRAMA IDEAL








Prof

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Prof

Adju

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HISTOGRAMA IDEAL









Prof

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conjunto de datos


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Prof

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Prof

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Prof

Adju

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Prof

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Prof

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Prof

Adju

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Prof

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

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Prof

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Prof

Adju

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Prof

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Prof

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COMPOSICIONES COLOR










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EL SEUDO - COLOR



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Prof

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Prof

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Prof

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Prof

Adju

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quez

FILTRO DE PASO BAJO


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IMAGEN ORIGINAL





Prof

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



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Prof

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Edu

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EJEMPLOS




Prof

Adju

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EJEMPLOS




Prof

Adju

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EJEMPLOS




Prof

Adju

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EJEMPLOS




Prof

Adju

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Edu

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EJEMPLOS




Prof

Adju

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IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

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3 I

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on R

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of A

siste

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Edu

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XY

Prof

Adju

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Prof

Adju

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3 I

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PUNTOS DE CONTROL













Prof

Adju

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Prof

Adju

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Gdo

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Edu

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quez






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Prof

Adju

nto

Gdo

3 I

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grim

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Prof

Adju

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Adju

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Prof

Adju

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Prof

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CRUCE DE CARRETERAS




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Prof

Adju

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Prof

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Prof

Adju

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Prof

Adju

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Edu

ardo

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

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grim

Edis

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ardo

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Prof

Adju

nto

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3 I

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grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez


correcciones





ALTURA ORBITAL




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


correcciones




TIEMPO DE BARRIDO






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIONES

operadores










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


httpgeograuahesrtm


pixeles








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

LA MATRIZ DE DATOS













Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ardo

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quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




histograma



ND BRILLO

0 Negro

1 Gris oscuro

2 Gris claro

3 Blanco




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA


conceptualidades


deducciones

11

15

38

0







Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL




de tonos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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ardo

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HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ardo

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HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ardo

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quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

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quez






diferentes tipos



Prof

Adju

nto

Gdo

3 I

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grim

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ardo

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Prof

Adju

nto

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3 I

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grim

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ardo

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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Edu

ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

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do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

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3 I

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grim

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on R

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ardo

Vaacutes

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Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

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grim

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ardo

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Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

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Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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of A

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ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

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Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

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IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

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SUR

-1 -1 -1

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ESTE

-1 1 1

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OESTE

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SURESTE

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NOROESTE

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OBSERVACIOacuteN













XY

Prof

Adju

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3 I

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grim

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do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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do 2

Edu

ardo

Vaacutes

quez









Adju

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Gdo

3 I

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Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

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grim

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CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

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CORRECCIOacuteN












Prof

Adju

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3 I

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quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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nte G

do 2

Edu

ardo

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quez





Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez


correcciones





ALTURA ORBITAL




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


correcciones




TIEMPO DE BARRIDO






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIONES

operadores










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


httpgeograuahesrtm


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Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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nte G

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Edu

ardo

Vaacutes

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LA MATRIZ DE DATOS













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

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siste

nte G

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Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




histograma



ND BRILLO

0 Negro

1 Gris oscuro

2 Gris claro

3 Blanco




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA


conceptualidades


deducciones

11

15

38

0







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL




de tonos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

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of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






diferentes tipos



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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siste

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do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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CRUCE DE CARRETERAS




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LEJOS DE ESE IDEAL

Prof

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Prof

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TRANSFERENCIA DE ND


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Prof

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Prof

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TIEMPO DE BARRIDO






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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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lineal 2



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Prof

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Prof

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Prof

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Prof

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Prof

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espacial









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Prof

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26







Prof

Adju

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FILTRO DE PASO ALTO


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Prof

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EJEMPLOS




Prof

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EJEMPLOS




Prof

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EJEMPLOS




Prof

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EJEMPLOS




Prof

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EJEMPLOS




Prof

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IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

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Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

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Edis

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of A

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do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

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siste

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do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIONES

operadores










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


httpgeograuahesrtm


pixeles








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

LA MATRIZ DE DATOS













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




histograma



ND BRILLO

0 Negro

1 Gris oscuro

2 Gris claro

3 Blanco




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA


conceptualidades


deducciones

11

15

38

0







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL




de tonos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






diferentes tipos



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


httpgeograuahesrtm


pixeles








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

LA MATRIZ DE DATOS













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




histograma



ND BRILLO

0 Negro

1 Gris oscuro

2 Gris claro

3 Blanco




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA


conceptualidades


deducciones

11

15

38

0







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL




de tonos




Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

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do 2

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ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

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3 I

ng A

grim

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on R

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ndash Pr

of A

siste

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do 2

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ardo

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quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

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Edis

on R

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ndash Pr

of A

siste

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do 2

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ardo

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quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

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do 2

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quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

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on R

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quez






diferentes tipos



Prof

Adju

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on R

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do 2

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ardo

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Prof

Adju

nto

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3 I

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on R

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quez







Prof

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nto

Gdo

3 I

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on R

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ndash Pr

of A

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ardo

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quez




gaussiano



Prof

Adju

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on R

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do 2

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quez




lineal 2



Prof

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on R

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of A

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do 2

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quez




lineal



Prof

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nto

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on R

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ndash Pr

of A

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do 2

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ardo

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quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

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do 2

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quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

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Edis

on R

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do 2

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quez





Prof

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on R

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ndash Pr

of A

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do 2

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quez








Prof

Adju

nto

Gdo

3 I

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on R

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do 2

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quez









Prof

Adju

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3 I

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grim

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on R

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do 2

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quez


ejemplos visuales

sin realce lineal

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Prof

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nto

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on R

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of A

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do 2

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quez


lineal



EXPANSIOacuteN I



Prof

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quez


lineal



gamma




Prof

Adju

nto

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on R

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of A

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do 2

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quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

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quez









Prof

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nto

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quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

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on R

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of A

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quez

COMPOSICIONES COLOR










Prof

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quez

EL SEUDO - COLOR



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Prof

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quez









Prof

Adju

nto

Gdo

3 I

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on R

osas

ndash Pr

of A

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do 2

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quez



espacial









Prof

Adju

nto

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3 I

ng A

grim

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on R

osas

ndash Pr

of A

siste

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do 2

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quez


conceptos de kernel





Prof

Adju

nto

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FILTRO DIGITAL



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Prof

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do 2

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ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

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quez

FILTRO DE PASO BAJO


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Prof

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



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Prof

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do 2

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quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

osas

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do 2

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quez

EJEMPLOS




Prof

Adju

nto

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3 I

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grim

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on R

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of A

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do 2

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ardo

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quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

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do 2

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ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

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Vaacutes

quez




NORTE

1 1 1

1 -2 1

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SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

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OESTE

1 1 -1

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SURESTE

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NOROESTE

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1 -1 -1

SUROESTE

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1 -2 -1

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NORESTE

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OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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nte G

do 2

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Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

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do 2

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ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

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3 I

ng A

grim

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on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

osas

ndash Pr

of A

siste

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do 2

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Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

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do 2

Edu

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Vaacutes

quez









Adju

nto

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3 I

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Edu

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Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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Edu

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Vaacutes

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CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

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Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

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Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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on R

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Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

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do 2

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quez










Prof

Adju

nto

Gdo

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on R

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ndash Pr

of A

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do 2

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quez



tolerancias fijadas









pensarse Prof

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nto

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do 2

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quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

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3 I

ng A

grim

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on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

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siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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do 2

Edu

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quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

LA MATRIZ DE DATOS













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

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quez




histograma



ND BRILLO

0 Negro

1 Gris oscuro

2 Gris claro

3 Blanco




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

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quez

HISTOGRAMA


conceptualidades


deducciones

11

15

38

0







Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

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Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL




de tonos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






diferentes tipos



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

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do 2

Edu

ardo

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quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

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Prof

Adju

nto

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3 I

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grim

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ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

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3 I

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grim

Edis

on R

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Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

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3 I

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grim

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on R

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ndash Pr

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Edu

ardo

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EJEMPLOS




Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

of A

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Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

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Gdo

3 I

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grim

Edis

on R

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ndash Pr

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siste

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Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

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OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

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-1 -2 1

1 1 1

NOROESTE

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1 -2 -1

1 -1 -1

SUROESTE

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NORESTE

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OBSERVACIOacuteN













XY

Prof

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Prof

Adju

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ardo

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PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

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grim

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ardo

Vaacutes

quez



fuentes de error









Prof

Adju

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3 I

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grim

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on R

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siste

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ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

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3 I

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grim

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on R

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Edu

ardo

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Adju

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TRANSFORMACIOacuteN





Prof

Adju

nto

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3 I

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CORRECCIOacuteN










Prof

Adju

nto

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3 I

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

siste

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do 2

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CORRECCIOacuteN












Prof

Adju

nto

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3 I

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

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3 I

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grim

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on R

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CORRECCIOacuteN










calculados


Prof

Adju

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3 I

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ardo

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Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




histograma



ND BRILLO

0 Negro

1 Gris oscuro

2 Gris claro

3 Blanco




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA


conceptualidades


deducciones

11

15

38

0







Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

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quez

HISTOGRAMA IDEAL




de tonos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

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ardo

Vaacutes

quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

quez






diferentes tipos



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

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do 2

Edu

ardo

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quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

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Edu

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Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

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gaussiano



Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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of A

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do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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of A

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Edu

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Vaacutes

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lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

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ardo

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Prof

Adju

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Gdo

3 I

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Prof

Adju

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Prof

Adju

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Gdo

3 I

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Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

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do 2

Edu

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Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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of A

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do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

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grim

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ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

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Edu

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Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

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do 2

Edu

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Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

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Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ardo

Vaacutes

quez




26







Prof

Adju

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Gdo

3 I

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Edu

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Vaacutes

quez

FILTRO DE PASO BAJO


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IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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siste

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do 2

Edu

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Vaacutes

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

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1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

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NORESTE

1 1 1

-1 -2 1

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OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

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Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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Edu

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Vaacutes

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CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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grim

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do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

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siste

nte G

do 2

Edu

ardo

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CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

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Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ardo

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quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




histograma



ND BRILLO

0 Negro

1 Gris oscuro

2 Gris claro

3 Blanco




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA


conceptualidades


deducciones

11

15

38

0







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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HISTOGRAMA IDEAL




de tonos




Prof

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3 I

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on R

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HISTOGRAMA IDEAL








Prof

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HISTOGRAMA IDEAL








Prof

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HISTOGRAMA IDEAL









Prof

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conjunto de datos


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Si no sucede







Prof

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Prof

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Prof

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Prof

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gaussiano



Prof

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lineal 2



Prof

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lineal



Prof

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quez




raiacutez cuadrada



Prof

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lineal 0 - 255



Prof

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Prof

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Prof

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Prof

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quez


ejemplos visuales

sin realce lineal

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Prof

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lineal



EXPANSIOacuteN I



Prof

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quez


lineal



gamma




Prof

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quez


frecuencial

EXPANSIOacuteN II


histograma




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quez









Prof

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quez



realce oacuteptimo

realce frecuencial

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Prof

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quez

COMPOSICIONES COLOR










Prof

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EL SEUDO - COLOR



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Prof

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quez









Prof

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quez



espacial









Prof

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quez


conceptos de kernel





Prof

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nto

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FILTRO DIGITAL



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26







Prof

Adju

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3 I

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on R

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FILTRO DE PASO BAJO


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Prof

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



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Prof

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do 2

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EJEMPLOS




Prof

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nto

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on R

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do 2

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EJEMPLOS




Prof

Adju

nto

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on R

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ndash Pr

of A

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do 2

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EJEMPLOS




Prof

Adju

nto

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3 I

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grim

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on R

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ndash Pr

of A

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do 2

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Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

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3 I

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on R

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of A

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do 2

Edu

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Vaacutes

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EJEMPLOS




Prof

Adju

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3 I

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on R

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of A

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quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

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on R

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of A

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quez




NORTE

1 1 1

1 -2 1

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-1 1 1

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Prof

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Prof

Adju

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Gdo

3 I

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PUNTOS DE CONTROL













Prof

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quez



fuentes de error









Prof

Adju

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on R

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ndash Pr

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do 2

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quez






asumimos que


modelamos




Prof

Adju

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quez



puntos de control









Prof

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Adju

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TRANSFORMACIOacuteN





Prof

Adju

nto

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CORRECCIOacuteN










Prof

Adju

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

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CORRECCIOacuteN












Prof

Adju

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

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Prof

Adju

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CORRECCIOacuteN










calculados


Prof

Adju

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Prof

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tolerancias fijadas









pensarse Prof

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quez







LEJOS DE ESE IDEAL

Prof

Adju

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Prof

Adju

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3 I

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

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quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

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TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

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3 I

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HISTOGRAMA


conceptualidades


deducciones

11

15

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Prof

Adju

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HISTOGRAMA IDEAL




de tonos




Prof

Adju

nto

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3 I

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on R

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HISTOGRAMA IDEAL








Prof

Adju

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HISTOGRAMA IDEAL








Prof

Adju

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3 I

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on R

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HISTOGRAMA IDEAL









Prof

Adju

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Gdo

3 I

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grim

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on R

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Edu

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conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

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3 I

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on R

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Prof

Adju

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3 I

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Prof

Adju

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Prof

Adju

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3 I

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quez




gaussiano



Prof

Adju

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on R

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do 2

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quez




lineal 2



Prof

Adju

nto

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on R

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do 2

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lineal



Prof

Adju

nto

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3 I

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grim

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on R

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of A

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do 2

Edu

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quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

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on R

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ndash Pr

of A

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do 2

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lineal 0 - 255



Prof

Adju

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3 I

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grim

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Prof

Adju

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3 I

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quez








Prof

Adju

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quez









Prof

Adju

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Gdo

3 I

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grim

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on R

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siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

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Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

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do 2

Edu

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quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

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on R

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ndash Pr

of A

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do 2

Edu

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quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

siste

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do 2

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quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

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on R

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of A

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do 2

Edu

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quez









Prof

Adju

nto

Gdo

3 I

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grim

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on R

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siste

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do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

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quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

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EL SEUDO - COLOR



composiciones







Prof

Adju

nto

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3 I

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on R

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do 2

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ardo

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quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Edu

ardo

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quez



espacial









Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

osas

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of A

siste

nte G

do 2

Edu

ardo

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quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

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quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

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3 I

ng A

grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


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simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

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Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL




de tonos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






diferentes tipos



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






diferentes tipos



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

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lineal



Prof

Adju

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ardo

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raiacutez cuadrada



Prof

Adju

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3 I

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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quez


ejemplos visuales

sin realce lineal

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Prof

Adju

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3 I

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lineal



EXPANSIOacuteN I



Prof

Adju

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Edu

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Vaacutes

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lineal



gamma




Prof

Adju

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frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

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3 I

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Prof

Adju

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realce oacuteptimo

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Prof

Adju

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3 I

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grim

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on R

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ardo

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COMPOSICIONES COLOR










Prof

Adju

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3 I

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on R

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EL SEUDO - COLOR



composiciones







Prof

Adju

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3 I

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Prof

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espacial









Prof

Adju

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3 I

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grim

Edis

on R

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siste

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ardo

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conceptos de kernel





Prof

Adju

nto

Gdo

3 I

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on R

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of A

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do 2

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ardo

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FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

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Prof

Adju

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Prof

Adju

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FILTRO DE PASO BAJO


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IMAGEN ORIGINAL





Prof

Adju

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3 I

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



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Prof

Adju

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3 I

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EJEMPLOS




Prof

Adju

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Gdo

3 I

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grim

Edis

on R

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of A

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do 2

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EJEMPLOS




Prof

Adju

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Gdo

3 I

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grim

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on R

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EJEMPLOS




Prof

Adju

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3 I

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on R

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EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

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do 2

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EJEMPLOS




Prof

Adju

nto

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3 I

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grim

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on R

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ndash Pr

of A

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Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

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1 -2 -1

1 -1 -1

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OBSERVACIOacuteN













XY

Prof

Adju

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3 I

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do 2

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Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

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3 I

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Edu

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Adju

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3 I

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TRANSFORMACIOacuteN





Prof

Adju

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3 I

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CORRECCIOacuteN










Prof

Adju

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

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3 I

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CORRECCIOacuteN












Prof

Adju

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3 I

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

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Prof

Adju

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Gdo

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CORRECCIOacuteN










calculados


Prof

Adju

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3 I

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Prof

Adju

nto

Gdo

3 I

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Edis

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Edu

ardo

Vaacutes

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tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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Edu

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Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

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quez





Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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nte G

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Edu

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quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

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Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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do 2

Edu

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TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Vaacutes

quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

Vaacutes

quez






diferentes tipos



Prof

Adju

nto

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3 I

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grim

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of A

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do 2

Edu

ardo

Vaacutes

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Prof

Adju

nto

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3 I

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grim

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on R

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Prof

Adju

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ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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Edu

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lineal 0 - 255



Prof

Adju

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3 I

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Edu

ardo

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Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

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siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

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quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

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grim

Edis

on R

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nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

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3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

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CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

HISTOGRAMA IDEAL









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






diferentes tipos



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

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OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



conjunto de datos


hemos visto

Si no sucede







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






diferentes tipos



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

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FILTRO DE PASO BAJO


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IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

Vaacutes

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

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3 I

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grim

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on R

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ndash Pr

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Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

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3 I

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grim

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on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

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EJEMPLOS




Prof

Adju

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3 I

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grim

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on R

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ardo

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EJEMPLOS




Prof

Adju

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3 I

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grim

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on R

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Edu

ardo

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EJEMPLOS




Prof

Adju

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3 I

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on R

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Edu

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EJEMPLOS




Prof

Adju

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3 I

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grim

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on R

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ndash Pr

of A

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Edu

ardo

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IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

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Gdo

3 I

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grim

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on R

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ndash Pr

of A

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Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

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SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

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OESTE

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NOROESTE

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1 -1 -1

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OBSERVACIOacuteN













XY

Prof

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ardo

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Prof

Adju

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Gdo

3 I

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on R

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of A

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do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

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grim

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ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

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3 I

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ardo

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Adju

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TRANSFORMACIOacuteN





Prof

Adju

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3 I

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CORRECCIOacuteN










Prof

Adju

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3 I

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

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3 I

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CORRECCIOacuteN












Prof

Adju

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

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Prof

Adju

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calculados


Prof

Adju

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3 I

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ardo

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Prof

Adju

nto

Gdo

3 I

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ardo

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tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

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3 I

ng A

grim

Edis

on R

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nte G

do 2

Edu

ardo

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Prof

Adju

nto

Gdo

3 I

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grim

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TRANSFERENCIA DE ND


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imagen original







Prof

Adju

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3 I

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grim

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on R

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Edu

ardo

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quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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siste

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do 2

Edu

ardo

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quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV










































































Prof

Adju

nto

Gdo

3 I

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grim

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ardo

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Prof

Adju

nto

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3 I

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ardo

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Prof

Adju

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3 I

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Prof

Adju

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3 I

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gaussiano



Prof

Adju

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3 I

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Edu

ardo

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lineal 2



Prof

Adju

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3 I

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grim

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on R

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of A

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do 2

Edu

ardo

Vaacutes

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lineal



Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

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lineal 0 - 255



Prof

Adju

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Prof

Adju

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3 I

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Prof

Adju

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Prof

Adju

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ardo

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quez


ejemplos visuales

sin realce lineal

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Prof

Adju

nto

Gdo

3 I

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on R

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do 2

Edu

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Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

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3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

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3 I

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Edu

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quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

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3 I

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ardo

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Prof

Adju

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3 I

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ardo

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quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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siste

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do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ardo

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EL SEUDO - COLOR



composiciones







Prof

Adju

nto

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3 I

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grim

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do 2

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Prof

Adju

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grim

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Edu

ardo

Vaacutes

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espacial









Prof

Adju

nto

Gdo

3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

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Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

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do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

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grim

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on R

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nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

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1 -2 -1

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NORESTE

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OBSERVACIOacuteN













XY

Prof

Adju

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3 I

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grim

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on R

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of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

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siste

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do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

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3 I

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do 2

Edu

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Adju

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3 I

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quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

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CORRECCIOacuteN










Prof

Adju

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quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

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CORRECCIOacuteN












Prof

Adju

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quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

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Gdo

3 I

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Edu

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Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

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3 I

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Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

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3 I

ng A

grim

Edis

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ardo

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Prof

Adju

nto

Gdo

3 I

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Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

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do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

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Prof

Adju

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Prof

Adju

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Vaacutes

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gaussiano



Prof

Adju

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Gdo

3 I

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grim

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Edu

ardo

Vaacutes

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lineal 2



Prof

Adju

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Gdo

3 I

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grim

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do 2

Edu

ardo

Vaacutes

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lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

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grim

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Edu

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Prof

Adju

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3 I

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Prof

Adju

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Prof

Adju

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Prof

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ejemplos visuales

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Prof

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Prof

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Prof

Adju

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Prof

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Prof

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Prof

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COMPOSICIONES COLOR










Prof

Adju

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Prof

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Prof

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Prof

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Prof

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FILTRO DIGITAL



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Prof

Adju

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Prof

Adju

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FILTRO DE PASO BAJO


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IMAGEN ORIGINAL





Prof

Adju

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Prof

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EJEMPLOS




Prof

Adju

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3 I

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EJEMPLOS




Prof

Adju

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Prof

Adju

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Prof

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Prof

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IMAGEN ORIGINAL



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Prof

Adju

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Prof

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Prof

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PUNTOS DE CONTROL













Prof

Adju

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Prof

Adju

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asumimos que


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Prof

Adju

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3 I

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grim

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Prof

Adju

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Adju

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TRANSFORMACIOacuteN





Prof

Adju

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Prof

Adju

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CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

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CORRECCIOacuteN












Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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tolerancias fijadas









pensarse Prof

Adju

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3 I

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grim

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on R

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Edu

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Vaacutes

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LEJOS DE ESE IDEAL

Prof

Adju

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3 I

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Prof

Adju

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3 I

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TRANSFERENCIA DE ND


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Prof

Adju

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TRANSFERENCIA DE ND


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Prof

Adju

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TRANSFERENCIA DE ND


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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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ejemplos visuales

sin realce lineal

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Prof

Adju

nto

Gdo

3 I

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lineal



EXPANSIOacuteN I



Prof

Adju

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Edu

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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grim

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Edu

ardo

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COMPOSICIONES COLOR










Prof

Adju

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3 I

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EL SEUDO - COLOR



composiciones







Prof

Adju

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Prof

Adju

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espacial









Prof

Adju

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Gdo

3 I

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grim

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Edu

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conceptos de kernel





Prof

Adju

nto

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3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

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1 2 1

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Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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do 2

Edu

ardo

Vaacutes

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26







Prof

Adju

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Gdo

3 I

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do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

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Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

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Gdo

3 I

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grim

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on R

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do 2

Edu

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EJEMPLOS




Prof

Adju

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Gdo

3 I

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grim

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on R

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ndash Pr

of A

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Edu

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quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

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Vaacutes

quez

EJEMPLOS




Prof

Adju

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3 I

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of A

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Edu

ardo

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quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

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siste

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Edu

ardo

Vaacutes

quez




NORTE

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1 -2 1

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SUR

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1 -2 1

1 1 1

ESTE

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-1 -2 1

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OESTE

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1 -2 -1

1 1 -1

SURESTE

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-1 -2 1

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NOROESTE

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1 -2 -1

1 -1 -1

SUROESTE

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1 -2 -1

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NORESTE

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-1 -2 1

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OBSERVACIOacuteN













XY

Prof

Adju

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3 I

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Edu

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quez






Prof

Adju

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3 I

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Edu

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PUNTOS DE CONTROL













Prof

Adju

nto

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3 I

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ardo

Vaacutes

quez



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Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez






asumimos que


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Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

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quez



puntos de control









Prof

Adju

nto

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Edu

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Adju

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Prof

Adju

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Prof

Adju

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

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Prof

Adju

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CORRECCIOacuteN






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Prof

Adju

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CORRECCIOacuteN










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Prof

Adju

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3 I

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ardo

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Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

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3 I

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Prof

Adju

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do 2

Edu

ardo

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quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez




gaussiano



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

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do 2

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ardo

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quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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of A

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do 2

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ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

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grim

Edis

on R

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of A

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do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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Edu

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Vaacutes

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CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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Edis

on R

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ndash Pr

of A

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nte G

do 2

Edu

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Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

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CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

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on R

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Edu

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Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 2



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

nte G

do 2

Edu

ardo

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

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Gdo

3 I

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on R

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Edu

ardo

Vaacutes

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CORRECCIOacuteN












Prof

Adju

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3 I

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on R

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Edu

ardo

Vaacutes

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

Vaacutes

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CORRECCIOacuteN










calculados


Prof

Adju

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3 I

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on R

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Edu

ardo

Vaacutes

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

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3 I

ng A

grim

Edis

on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

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3 I

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grim

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Edu

ardo

Vaacutes

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Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

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do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

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do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

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1 -2 -1

1 -1 -1

SUROESTE

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1 -2 -1

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NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




raiacutez cuadrada



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

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3 I

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grim

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on R

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ardo

Vaacutes

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Adju

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3 I

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ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

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CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

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CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ardo

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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on R

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Edu

ardo

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CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez




lineal 0 - 255



Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

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1 -2 -1

1 -1 -1

SUROESTE

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1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez








Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

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asumimos que


modelamos




Prof

Adju

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3 I

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on R

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Edu

ardo

Vaacutes

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puntos de control









Prof

Adju

nto

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3 I

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on R

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Adju

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TRANSFORMACIOacuteN





Prof

Adju

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3 I

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on R

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CORRECCIOacuteN










Prof

Adju

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3 I

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

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CORRECCIOacuteN












Prof

Adju

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

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Prof

Adju

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Prof

Adju

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ardo

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Prof

Adju

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3 I

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ardo

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tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

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on R

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Edu

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Vaacutes

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LEJOS DE ESE IDEAL

Prof

Adju

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3 I

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Prof

Adju

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3 I

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

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3 I

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grim

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on R

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ardo

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

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grim

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on R

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siste

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do 2

Edu

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TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

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3 I

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ardo

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Prof

Adju

nto

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3 I

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Prof

Adju

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3 I

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grim

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ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

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Prof

Adju

nto

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3 I

ng A

grim

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on R

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do 2

Edu

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quez


lineal



EXPANSIOacuteN I



Prof

Adju

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3 I

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on R

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do 2

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ardo

Vaacutes

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lineal



gamma




Prof

Adju

nto

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3 I

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Edu

ardo

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quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

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3 I

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grim

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on R

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Prof

Adju

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3 I

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realce oacuteptimo

realce frecuencial

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Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

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COMPOSICIONES COLOR










Prof

Adju

nto

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3 I

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on R

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ardo

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EL SEUDO - COLOR



composiciones







Prof

Adju

nto

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3 I

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grim

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on R

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do 2

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Prof

Adju

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3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

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espacial









Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

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conceptos de kernel





Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

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Prof

Adju

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Gdo

3 I

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grim

Edis

on R

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26







Prof

Adju

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Gdo

3 I

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Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


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IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

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grim

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on R

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do 2

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ardo

Vaacutes

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

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EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

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3 I

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grim

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on R

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ndash Pr

of A

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do 2

Edu

ardo

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EJEMPLOS




Prof

Adju

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3 I

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on R

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ndash Pr

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do 2

Edu

ardo

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EJEMPLOS




Prof

Adju

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3 I

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on R

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ndash Pr

of A

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do 2

Edu

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Vaacutes

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EJEMPLOS




Prof

Adju

nto

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3 I

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grim

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on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

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Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

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-1 -2 1

1 1 1

NOROESTE

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1 -2 -1

1 -1 -1

SUROESTE

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1 -2 -1

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NORESTE

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-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

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Gdo

3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

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Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

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3 I

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on R

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of A

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do 2

Edu

ardo

Vaacutes

quez









Adju

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Gdo

3 I

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Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

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grim

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CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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on R

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do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

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do 2

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CORRECCIOacuteN












Prof

Adju

nto

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3 I

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Edu

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quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

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3 I

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grim

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on R

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ardo

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

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do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

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quez





Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

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nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

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siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


ejemplos visuales

sin realce lineal

frecuencial gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

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do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

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do 2

Edu

ardo

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quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

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Prof

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CORRECCIOacuteN










Prof

Adju

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CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

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CORRECCIOacuteN












Prof

Adju

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CAMBIO DE ESCALA

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Prof

Adju

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Prof

Adju

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ardo

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Prof

Adju

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ardo

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tolerancias fijadas









pensarse Prof

Adju

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Gdo

3 I

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grim

Edis

on R

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Edu

ardo

Vaacutes

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LEJOS DE ESE IDEAL

Prof

Adju

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3 I

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ardo

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Prof

Adju

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3 I

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ardo

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

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TRANSFERENCIA DE ND


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Prof

Adju

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3 I

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ardo

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TRANSFERENCIA DE ND


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MOacuteDULO IV








































































Prof

Adju

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3 I

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grim

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ardo

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ejemplos visuales

sin realce lineal

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Prof

Adju

nto

Gdo

3 I

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ardo

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lineal



EXPANSIOacuteN I



Prof

Adju

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ardo

Vaacutes

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lineal



gamma




Prof

Adju

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ardo

Vaacutes

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EXPANSIOacuteN II


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Prof

Adju

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Prof

Adju

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realce oacuteptimo

realce frecuencial

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Prof

Adju

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3 I

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grim

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on R

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ardo

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COMPOSICIONES COLOR










Prof

Adju

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Gdo

3 I

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grim

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on R

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ardo

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EL SEUDO - COLOR



composiciones







Prof

Adju

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3 I

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Prof

Adju

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ardo

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espacial









Prof

Adju

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3 I

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Edis

on R

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Edu

ardo

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conceptos de kernel





Prof

Adju

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3 I

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on R

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of A

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do 2

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ardo

Vaacutes

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FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

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Prof

Adju

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Gdo

3 I

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26







Prof

Adju

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3 I

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Edu

ardo

Vaacutes

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FILTRO DE PASO BAJO


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IMAGEN ORIGINAL





Prof

Adju

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Gdo

3 I

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on R

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ardo

Vaacutes

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



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Prof

Adju

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ardo

Vaacutes

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EJEMPLOS




Prof

Adju

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3 I

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on R

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of A

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do 2

Edu

ardo

Vaacutes

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EJEMPLOS




Prof

Adju

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3 I

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on R

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ardo

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EJEMPLOS




Prof

Adju

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ardo

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EJEMPLOS




Prof

Adju

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3 I

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ardo

Vaacutes

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EJEMPLOS




Prof

Adju

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3 I

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on R

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Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

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Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

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-1 -1 -1

1 -2 1

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ESTE

-1 1 1

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1 -2 -1

1 -1 -1

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OBSERVACIOacuteN













XY

Prof

Adju

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3 I

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do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

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Gdo

3 I

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on R

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of A

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ardo

Vaacutes

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PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

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grim

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ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

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3 I

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on R

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Edu

ardo

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Adju

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TRANSFORMACIOacuteN





Prof

Adju

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Gdo

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CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

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grim

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on R

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CORRECCIOacuteN












Prof

Adju

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3 I

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

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Prof

Adju

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Vaacutes

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CORRECCIOacuteN










calculados


Prof

Adju

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3 I

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ardo

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Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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do 2

Edu

ardo

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Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Edu

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Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

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Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Edu

ardo

Vaacutes

quez


lineal



EXPANSIOacuteN I



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

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do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

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do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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do 2

Edu

ardo

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Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

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do 2

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ardo

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quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

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do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

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Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

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of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

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siste

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do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

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1 -2 -1

1 1 -1

SURESTE

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-1 -2 1

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NOROESTE

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1 -2 -1

1 -1 -1

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1 -2 -1

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NORESTE

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-1 -2 1

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OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

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siste

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do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

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ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

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CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

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do 2

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ardo

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CORRECCIOacuteN












Prof

Adju

nto

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3 I

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CORRECCIOacuteN






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Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

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siste

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ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez


lineal



gamma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

siste

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do 2

Edu

ardo

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quez









Prof

Adju

nto

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3 I

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Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

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3 I

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grim

Edis

on R

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of A

siste

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do 2

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ardo

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Prof

Adju

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3 I

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grim

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on R

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Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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of A

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do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

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grim

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on R

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do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

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nte G

do 2

Edu

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Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

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CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

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grim

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on R

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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on R

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

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3 I

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Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


frecuencial

EXPANSIOacuteN II


histograma




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

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siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

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Prof

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ardo

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espacial









Prof

Adju

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3 I

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on R

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of A

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ardo

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conceptos de kernel





Prof

Adju

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3 I

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grim

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on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

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FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

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Prof

Adju

nto

Gdo

3 I

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Edis

on R

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26







Prof

Adju

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3 I

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FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

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3 I

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on R

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

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3 I

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grim

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on R

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ndash Pr

of A

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Edu

ardo

Vaacutes

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EJEMPLOS




Prof

Adju

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3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

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EJEMPLOS




Prof

Adju

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3 I

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on R

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ndash Pr

of A

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do 2

Edu

ardo

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EJEMPLOS




Prof

Adju

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3 I

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grim

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on R

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ndash Pr

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do 2

Edu

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EJEMPLOS




Prof

Adju

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3 I

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grim

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on R

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ndash Pr

of A

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Edu

ardo

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IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

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Gdo

3 I

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grim

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on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

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SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

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-1 -2 1

1 1 1

NOROESTE

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1 -2 -1

1 -1 -1

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1 -2 -1

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NORESTE

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OBSERVACIOacuteN













XY

Prof

Adju

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do 2

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Prof

Adju

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on R

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of A

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PUNTOS DE CONTROL













Prof

Adju

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3 I

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fuentes de error









Prof

Adju

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3 I

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on R

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ndash Pr

of A

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do 2

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asumimos que


modelamos




Prof

Adju

nto

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3 I

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grim

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on R

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ndash Pr

of A

siste

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Edu

ardo

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quez



puntos de control









Prof

Adju

nto

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Adju

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TRANSFORMACIOacuteN





Prof

Adju

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3 I

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CORRECCIOacuteN










Prof

Adju

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3 I

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

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3 I

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CORRECCIOacuteN












Prof

Adju

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3 I

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

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Prof

Adju

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CORRECCIOacuteN










calculados


Prof

Adju

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3 I

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Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

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Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

of A

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nte G

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Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

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do 2

Edu

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

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grim

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on R

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TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

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grim

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Edu

ardo

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quez



realce oacuteptimo

realce frecuencial

realce lineal






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

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COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

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EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

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grim

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on R

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of A

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do 2

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Prof

Adju

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3 I

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grim

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on R

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Edu

ardo

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espacial









Prof

Adju

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Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

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conceptos de kernel





Prof

Adju

nto

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3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

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1 2 1

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Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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of A

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do 2

Edu

ardo

Vaacutes

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26







Prof

Adju

nto

Gdo

3 I

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on R

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do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

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Vaacutes

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

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do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

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3 I

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do 2

Edu

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Adju

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Prof

Adju

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3 I

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Prof

Adju

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3 I

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Edu

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quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

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on R

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CORRECCIOacuteN












Prof

Adju

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3 I

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Edu

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

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PERSPECTIVA

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Prof

Adju

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3 I

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Edu

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Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

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grim

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on R

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siste

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do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

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quez





Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

COMPOSICIONES COLOR










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

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1 -2 -1

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NORESTE

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-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

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Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

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grim

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on R

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ndash Pr

of A

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Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

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3 I

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grim

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on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

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Adju

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3 I

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TRANSFORMACIOacuteN





Prof

Adju

nto

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3 I

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on R

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CORRECCIOacuteN










Prof

Adju

nto

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3 I

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ardo

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CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

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3 I

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on R

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CORRECCIOacuteN












Prof

Adju

nto

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3 I

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

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Prof

Adju

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3 I

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CORRECCIOacuteN










calculados


Prof

Adju

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3 I

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grim

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on R

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siste

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do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EL SEUDO - COLOR



composiciones







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

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grim

Edis

on R

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of A

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do 2

Edu

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Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

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nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

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on R

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CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

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Prof

Adju

nto

Gdo

3 I

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grim

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on R

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

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on R

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of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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siste

nte G

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

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quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV










































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



espacial









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

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grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez


conceptos de kernel





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DIGITAL



3 x 3 5 x 5 7 x 7

1 1 1

1 2 1

1 1 1 matrices





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




26







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO BAJO


httpgeograuahesrtm

simulacioacuten

IMAGEN ORIGINAL





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

FILTRO DE PASO ALTO


IMAGEN ORIGINAL



simulacioacuten

httpgeograuahesrtm



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

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do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

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Prof

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tolerancias fijadas









pensarse Prof

Adju

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LEJOS DE ESE IDEAL

Prof

Adju

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Prof

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TRANSFERENCIA DE ND


meacutetodo I



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Prof

Adju

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TRANSFERENCIA DE ND


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Prof

Adju

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TRANSFERENCIA DE ND


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Prof

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Prof

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IMAGEN ORIGINAL





Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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IMAGEN ORIGINAL



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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

Adju

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Prof

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Prof

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CRUCE DE CARRETERAS




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Prof

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Prof

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Prof

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Prof

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Prof

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Adju

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3 I

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grim

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LEJOS DE ESE IDEAL

Prof

Adju

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Prof

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3 I

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TRANSFERENCIA DE ND


meacutetodo I



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Prof

Adju

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3 I

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grim

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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TRANSFERENCIA DE ND


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Prof

Adju

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3 I

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Edu

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FILTRO DE PASO BAJO


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IMAGEN ORIGINAL





Prof

Adju

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3 I

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



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Prof

Adju

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EJEMPLOS




Prof

Adju

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Prof

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EJEMPLOS




Prof

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EJEMPLOS




Prof

Adju

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EJEMPLOS




Prof

Adju

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quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

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3 I

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grim

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on R

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Edu

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Vaacutes

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1 -2 1

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SUR

-1 -1 -1

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ESTE

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OESTE

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SURESTE

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OBSERVACIOacuteN













XY

Prof

Adju

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Edu

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Prof

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PUNTOS DE CONTROL













Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

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Prof

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Prof

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Prof

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Prof

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Adju

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3 I

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Edu

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LEJOS DE ESE IDEAL

Prof

Adju

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Prof

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TRANSFERENCIA DE ND


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Prof

Adju

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Prof

Adju

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Prof

Adju

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3 I

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FILTRO DE PASO ALTO


IMAGEN ORIGINAL



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Prof

Adju

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Prof

Adju

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3 I

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Edu

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EJEMPLOS




Prof

Adju

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Prof

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Prof

Adju

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Prof

Adju

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3 I

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IMAGEN ORIGINAL



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Prof

Adju

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Gdo

3 I

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Edu

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1 -2 1

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ESTE

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OESTE

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SURESTE

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XY

Prof

Adju

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Prof

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

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ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

EJEMPLOS




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




IMAGEN ORIGINAL



orientacioacuten



Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez




NORTE

1 1 1

1 -2 1

-1 -1 -1

SUR

-1 -1 -1

1 -2 1

1 1 1

ESTE

-1 1 1

-1 -2 1

-1 1 1

OESTE

1 1 -1

1 -2 -1

1 1 -1

SURESTE

-1 -1 1

-1 -2 1

1 1 1

NOROESTE

1 1 1

1 -2 -1

1 -1 -1

SUROESTE

1 -1 -1

1 -2 -1

1 1 1

NORESTE

1 1 1

-1 -2 1

-1 -1 1

OBSERVACIOacuteN













XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






asumimos que


modelamos




Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



puntos de control









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez









Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







TRANSFORMACIOacuteN





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






CRUCE DE CARRETERAS




EMBALSES

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN












Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN






TRASLACIOacuteN

CAMBIO DE ESCALA

INCLINACIOacuteN

PERSPECTIVA

ROTACIOacuteN






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

CORRECCIOacuteN










calculados


Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



tolerancias fijadas









pensarse Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez







LEJOS DE ESE IDEAL

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez





Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV
















































































XY

Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez






Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

PUNTOS DE CONTROL













Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez



fuentes de error









Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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TRANSFERENCIA DE ND


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Prof

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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TRANSFERENCIA DE ND


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Prof

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

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Prof

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Prof

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Prof

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Prof

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Adju

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Prof

Adju

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Prof

Adju

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TRANSFERENCIA DE ND


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Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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TRANSFERENCIA DE ND


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Prof

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Prof

Adju

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Prof

Adju

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Prof

Adju

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Adju

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Prof

Adju

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Prof

Adju

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TRANSFERENCIA DE ND


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Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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TRANSFERENCIA DE ND


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Prof

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Prof

Adju

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

Adju

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Prof

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TRANSFERENCIA DE ND


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Prof

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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TRANSFERENCIA DE ND


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asumimos que


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Prof

Adju

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Prof

Adju

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Prof

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Prof

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TRANSFERENCIA DE ND


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Prof

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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TRANSFERENCIA DE ND


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Prof

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Prof

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LEJOS DE ESE IDEAL

Prof

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Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

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3 I

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo III











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Adju

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Prof

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Prof

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CRUCE DE CARRETERAS




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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

Adju

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Prof

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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3 I

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TRANSFERENCIA DE ND


meacutetodo III











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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

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Prof

Adju

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Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

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3 I

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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3 I

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TRANSFERENCIA DE ND


meacutetodo III











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Prof

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CRUCE DE CARRETERAS




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Prof

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Prof

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Prof

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Prof

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Prof

Adju

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Prof

Adju

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Prof

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

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3 I

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grim

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

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grim

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TRANSFERENCIA DE ND


meacutetodo III











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CRUCE DE CARRETERAS




EMBALSES

Prof

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Prof

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Prof

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Prof

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Prof

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Prof

Adju

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Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

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3 I

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grim

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

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3 I

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grim

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TRANSFERENCIA DE ND


meacutetodo III











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Prof

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Prof

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Prof

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Prof

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Prof

Adju

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Prof

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo III











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Prof

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Prof

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Prof

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Prof

Adju

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Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

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3 I

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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3 I

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TRANSFERENCIA DE ND


meacutetodo III











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calculados


Prof

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Prof

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Prof

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Prof

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TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo II










Prof

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TRANSFERENCIA DE ND


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Prof

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Prof

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Prof

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TRANSFERENCIA DE ND


meacutetodo I



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Prof

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TRANSFERENCIA DE ND


meacutetodo II










Prof

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TRANSFERENCIA DE ND


meacutetodo III











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Prof

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TRANSFERENCIA DE ND


meacutetodo I



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Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

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TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV









































































LEJOS DE ESE IDEAL

Prof

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siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo I



imagen original







Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo II










Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Prof

Adju

nto

Gdo

3 I

ng A

grim

Edis

on R

osas

ndash Pr

of A

siste

nte G

do 2

Edu

ardo

Vaacutes

quez

TRANSFERENCIA DE ND


meacutetodo III











MOacuteDULO IV








































































Programa académico 2018 - eva.fing.edu.uy · de grises claros y blancos y aparecerá corrido a la...

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Transcript of Programa académico 2018 - eva.fing.edu.uy · de grises claros y blancos y aparecerá corrido a la...