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Stochastic Image Processing : Information Technology: Transmission, Processing and Storage - Sun Won Chee

Stochastic Image Processing

Information Technology: Transmission, Processing and Storage

Hardcover

Published: 31st March 2004
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Stochastic Image Processing provides the first thorough treatment of Markov and hidden Markov random fields and their application to image processing. Although promoted as a promising approach for over thirty years, it has only been in the past few years that the theory and algorithms have developed to the point of providing useful solutions to old and new problems in image processing. Markov random fields are a multidimensional extension of Markov chains, but the generalization is complicated by the lack of a natural ordering of pixels in multidimensional spaces. Hidden Markov fields are a natural generalization of the hidden Markov models that have proved essential to the development of modern speech recognition, but again the multidimensional nature of the signals makes them inherently more complicated to handle. This added complexity contributed to the long time required for the development of successful methods and applications. This book collects together a variety of successful approaches to a complete and useful characterization of multidimensional Markov and hidden Markov models along with applications to image analysis. The book provides a survey and comparative development of an exciting and rapidly evolving field of multidimensional Markov and hidden Markov random fields with extensive references to the literature.

Introduction
Noncausal Markov Random Fields
Causal Markov Random Fields
Multiscale Markov Models
Block-wise Markov Models
Index
Table of Contents provided by Publisher. All Rights Reserved.

ISBN: 9780306481925
ISBN-10: 0306481928
Series: Information Technology: Transmission, Processing and Storage
Audience: Professional
Format: Hardcover
Language: English
Number Of Pages: 166
Published: 31st March 2004
Publisher: Springer Science+Business Media
Country of Publication: US
Dimensions (cm): 23.5 x 15.5  x 1.52
Weight (kg): 0.47