Image Textures and Gibbs Random Fields

  • Georgy L. Gimel’farb

Part of the Computational Imaging and Vision book series (CIVI, volume 16)

Table of contents

  1. Front Matter
    Pages i-xiv
  2. Georgy L. Gimel’farb
    Pages 1-4
  3. Georgy L. Gimel’farb
    Pages 5-36
  4. Georgy L. Gimel’farb
    Pages 37-62
  5. Georgy L. Gimel’farb
    Pages 63-100
  6. Georgy L. Gimel’farb
    Pages 101-110
  7. Georgy L. Gimel’farb
    Pages 111-144
  8. Georgy L. Gimel’farb
    Pages 145-182
  9. Georgy L. Gimel’farb
    Pages 183-238
  10. Back Matter
    Pages 239-251

About this book

Introduction

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.

Keywords

Parameter algorithms computer science heuristics learning mathematics modeling simulation

Authors and affiliations

  • Georgy L. Gimel’farb
    • 1
  1. 1.The University of AucklandAucklandNew Zealand

Bibliographic information

  • DOI https://doi.org/10.1007/978-94-011-4461-2
  • Copyright Information Kluwer Academic Publishers 1999
  • Publisher Name Springer, Dordrecht
  • eBook Packages Springer Book Archive
  • Print ISBN 978-94-010-5912-1
  • Online ISBN 978-94-011-4461-2
  • Series Print ISSN 1381-6446
  • About this book
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