Image Textures and Gibbs Random Fields (Paperback, Softcover reprint of the original 1st ed. 1999)

Image analysis is one of the most challenging areas in today's computer sci ence, and image technologies are used in a host of applications. This book concentrates on image textures and presents novel techniques for their sim ulation, retrieval, and segmentation using specific Gibbs random fields with multiple pairwise interaction between signals as probabilistic image models. These models and techniques were developed mainly during the previous five years (in relation to April 1999 when these words were written). While scanning these pages you may notice that, in spite of long equa tions, the mathematical background is extremely simple. I have tried to avoid complex abstract constructions and give explicit physical (to be spe cific, "image-based") explanations to all the mathematical notions involved. Therefore it is hoped that the book can be easily read both by professionals and graduate students in computer science and electrical engineering who take an interest in image analysis and synthesis. Perhaps, mathematicians studying applications of random fields may find here some less traditional, and thus controversial, views and techniques.

General

Imprint:	Springer
Country of origin:	Netherlands
Series:	Computational Imaging and Vision, 16
Release date:	October 2012
First published:	1999
Authors:	Georgy L. Gimel'farb
Dimensions:	240 x 160 x 14mm (L x W x T)
Format:	Paperback
Pages:	251
Edition:	Softcover reprint of the original 1st ed. 1999
ISBN-13:	978-9401059121
Categories:	Books > Science & Mathematics > Mathematics > Probability & statistics Books > Computing & IT > General theory of computing > Data structures Books > Computing & IT > Computer programming > Algorithms & procedures Books > Computing & IT > Applications of computing > Artificial intelligence > Computer vision Books > Computing & IT > Applications of computing > Image processing > General
LSN:	9401059128
Barcode:	9789401059121

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