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Markov Random Field Modeling in Image Analysis (Computer Science Workbench) [Paperback]

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Item description for Markov Random Field Modeling in Image Analysis (Computer Science Workbench) by Stan Z. Li...

Markov random field (MRF) theory provides a basis for modeling contextual constraints in visual processing and interpretation. It enables us to develop optimal vision algorithms systematically when used with optimization principles. This book presents a comprehensive study on the use of MRFs for solving computer vision problems. The book covers the following parts essential to the subject: introduction to fundamental theories, formulations of MRF vision models, MRF parameter estimation, and optimization algorithms. Various vision models are presented in a unified framework, including image restoration and reconstruction, edge and region segmentation, texture, stereo and motion, object matching and recognition, and pose estimation. This second edition includes the most important progress in Markov modeling in image analysis in recent years such as Markov modeling of images with "macro" patterns (e.g. the FRAME model), Markov chain Monte Carlo (MCMC) methods, reversible jump MCMC. This book is an excellent reference for researchers working in computer vision, image processing, statistical pattern recognition and applications of MRFs. It is also suitable as a text for advanced courses in these areas.

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Item Specifications...

Pages   323
Est. Packaging Dimensions:   Length: 9.1" Width: 6.1" Height: 0.9"
Weight:   1 lbs.
Binding  Softcover
Release Date   Jun 22, 2001
Publisher   Springer
ISBN  4431703098  
ISBN13  9784431703099  

Availability  0 units.

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1Books > Special Features > New & Used Textbooks > Sciences > Mathematics > Statistics
2Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Machine Vision
3Books > Subjects > Computers & Internet > General
4Books > Subjects > Computers & Internet > Graphics & Illustration > General
5Books > Subjects > Computers & Internet > Networking > Networks, Protocols & API's > Networks
6Books > Subjects > Professional & Technical > Engineering > Computer Technology > Image Processing
7Books > Subjects > Professional & Technical > Professional Science > Mathematics > Applied > Statistics
8Books > Subjects > Science > Mathematics > Applied > Probability & Statistics

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