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Item Details
Title: STOCHASTIC IMAGE PROCESSING
By: Sun Won Chee, Robert M. Gray
Format: Hardback

List price: £113.00


We currently do not stock this item, please contact the publisher directly for further information.

ISBN 10: 0306481928
ISBN 13: 9780306481925
Publisher: SPRINGER SCIENCE+BUSINESS MEDIA
Pub. date: 31 March, 2004
Edition: 2004 ed.
Series: Information Technology: Transmission, Processing and Storage
Pages: 166
Description: Stochastic Image Processing provides the first thorough treatment of Markov and hidden Markov random fields and their application to image processing.
Synopsis: 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.
Illustrations: 28 Illustrations, black and white; XIII, 166 p. 28 illus.
Publication: US
Imprint: Kluwer Academic/Plenum Publishers
Returns: Returnable
Some other items by this author:
AN INTRODUCTION TO STATISTICAL SIGNAL PROCESSING
AN INTRODUCTION TO STATISTICAL SIGNAL PROCESSING (HB)
AN INTRODUCTION TO STATISTICAL SIGNAL PROCESSING (PB)
ENTROPY AND INFORMATION THEORY (HB)
ENTROPY AND INFORMATION THEORY (PB)
FOURIER TRANSFORMS (HB)
FOURIER TRANSFORMS (PB)
IMAGE SEGMENTATION AND COMPRESSION USING HIDDEN MARKOV MODELS (HB)
IMAGE SEGMENTATION AND COMPRESSION USING HIDDEN MARKOV MODELS (PB)
LINEAR PREDICTIVE CODING AND THE INTERNET PROTOCOL (HB)
PROBABILITY, RANDOM PROCESSES, AND ERGODIC PROPERTIES (HB)
PROBABILITY, RANDOM PROCESSES, AND ERGODIC PROPERTIES (PB)
SOURCE CODING THEORY (HB)
SOURCE CODING THEORY (PB)
STOCHASTIC IMAGE PROCESSING (PB)
TECHNOLOGY INTEGRATION IN HIGHER EDUCATION (HB)
TOEPLITZ AND CIRCULANT MATRICES (PB)
VECTOR QUANTIZATION AND SIGNAL COMPRESSION (HB)
VECTOR QUANTIZATION AND SIGNAL COMPRESSION (PB)

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