Image Textures and Gibbs Random Fields

By:

Georgy L. Gimel'farb

Format:

Paperback / softback

Series:

Computational Imaging and Vision

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Description

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.

Release date Australia

October 14th, 2012

Author

Georgy L. Gimel'farb

Audience

Professional & Vocational

Edition

Softcover reprint of the original 1st ed. 1999

Illustrations

XIV, 251 p.

Pages

251

Series

Computational Imaging and Vision

Dimensions

160x240x14

ISBN-13

9789401059121

Product ID

21280386

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