Markov random fields for vision and image processing /

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Bibliographic Details
Imprint:	Cambridge, Mass. : MIT Press, ©2011.
Description:	1 online resource (vii, 463 pages) : illustrations
Language:	English
Subject:	Image processing -- Mathematics. Computer graphics -- Mathematics. Computer vision -- Mathematics. Markov random fields. Computer graphics -- Mathematics. Image processing -- Mathematics. Markov random fields. Electronic books.
Format:	E-Resource Book
URL for this record:	http://pi.lib.uchicago.edu/1001/cat/bib/11102738

Hidden Bibliographic Details
Other authors / contributors:	Blake, Andrew, 1956- Kohli, Pushmeet. Rother, Carsten.
ISBN:	9780262298353 026229835X 128325865X 9781283258654 9780262015776 0262015773
Notes:	Includes bibliographical references and index. Print version record.
Summary:	State-of-the-art research on MRFs, successful MRF applications, and advanced topics for future study.
Other form:	Print version: Markov random fields for vision and image processing. Cambridge, Mass. : MIT Press, ©2011 9780262015776
Standard no.:	3634472

Table of Contents:

Machine generated contents note: 1. Introduction to Markov Random Fields / Pushmeet Kohli
I. Algorithms for Inference of MAP Estimates for MRFs
2. Basic Graph Cut Algorithms / Vladimir Kolmogorov
3. Optimizing Multilabel MRFs Using Move-Making Algorithms / Ramin Zabih
4. Optimizing Multilabel MRFs with Convex and Truncated Convex Priors / Olga Veksler
5. Loopy Belief Propagation, Mean Field Theory, and Bethe Approxlmations / Alan Yuille
6. Linear Programming and Variants of Belief Propagation / Talya Meltzer
II. Applications of MRFs, Including Segmentation
7. Interactive Foreground Extraction: Using Graph Cut / Andrew Blake
8. Continuous-Valued MRF for Image Segmentation / Rene Vidal
9. Bilayer Segmentation of Video / Vladimir Kolmogorov
10. MRFs for Superresolution and Texture Synthesis / Ce Liu
11. Comparative Study of Energy Minimization Methods for MRFs.

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