Efficient Algorithms for Large-Scale Image Analysis

This work develops highly efficient algorithms for analyzing large images. Applications include object-based change detection and screening. The algorithms are 10-100 times as fast as existing software, sometimes even outperforming FGPA/GPU hardware, because they are designed to suit the computer ar...

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Autores:
Tipo de recurso:
Book
Fecha de publicación:
2012
Institución:
Universidad de Bogotá Jorge Tadeo Lozano
Repositorio:
Expeditio: repositorio UTadeo
Idioma:
eng
OAI Identifier:
oai:expeditiorepositorio.utadeo.edu.co:20.500.12010/17566
Acceso en línea:
https://directory.doabooks.org/handle/20.500.12854/45903
http://hdl.handle.net/20.500.12010/17566
Palabra clave:
Image processing
Algorithm engineering
SIMD
Procesamiento de imágenes
Procesamiento óptico de datos
Sistemas de imágenes
Rights
License
Abierto (Texto Completo)
Description
Summary:This work develops highly efficient algorithms for analyzing large images. Applications include object-based change detection and screening. The algorithms are 10-100 times as fast as existing software, sometimes even outperforming FGPA/GPU hardware, because they are designed to suit the computer architecture. This thesis describes the implementation details and the underlying algorithm engineering methodology, so that both may also be applied to other applications.