Markov random fields for vision and image processing / edited by Andrew Blake, Pushmeet Kohli, and Carsten Rother.

Format:

Book

Contributor:

Blake, Andrew, 1956-

Kohli, Pushmeet.

Rother, Carsten.

Language:

English

Subjects (All):

Image processing--Mathematics.

Image processing.

Computer graphics--Mathematics.

Computer graphics.

Computer vision--Mathematics.

Computer vision.

Markov random fields.

Physical Description:

1 online resource (472 p.)

Place of Publication:

Cambridge, Mass. : MIT Press, ©2011.

Language Note:

English

Summary:

State-of-the-art research on MRFs, successful MRF applications, and advanced topics for future study.

Contents:

Cover ; Contents; 1 Introduction to Markov Random Fields; I Algorithms for Inference of MAP Estimates for MRFs; 2 Basic Graph Cut Algorithms; 3 Optimizing Multilabel MRFs Using Move-Making Algorithms; 4 Optimizing Multilabel MRFs with Convex and Truncated Convex Priors; 5 Loopy Belief Propagation, Mean Field Theory, and Bethe Approximations; 6 Linear Programming and Variants of Belief Propagation; II Applications of MRFs, including Segmentation; 7 Interactive Foreground Extraction; 8 Continuous-Valued MRF for Image Segmentation; 9 Bilayer Segmentation of Video

10 MRFs for Superresolution and Texture Synthesis11 A Comparative Study of Energy Minimization Methods for MRFs; III Further Topics: Inference, Parameter Learning, and Continuous Models; 12 Convex Relaxation Techniques for Segmentation, Stereo, and Multiview Reconstruction; 13 Learning Parameters in Continuous-Valued Markov Random Fields; 14 Message Passing with Continuous Latent Variables; 15 Learning Large-Margin Random Fields Using Graph Cuts; 16 Analyzing Convex Relaxations for MAP Estimation; 17 MAP Inference by Fast Primal-Dual Linear Programming

18 Fusion-Move Optimization for MRFs with an Extensive Label SpaceIV Higher-Order MRFs and Global Constraints; 19 Field of Experts; 20 Enforcing Label Consistency Using Higher-Order Potentials; 21 Exact Optimization for Markov Random Fields with Nonlocal Parameters; 22 Graph Cut-Based Image Segmentation with Connectivity Priors; V Advanced Applications of MRFs; 23 Symmetric Stereo Matching for Occlusion Handling; 24 Steerable Random Fields for Image Restoration; 25 Markov Random Fields for Object Detection; 26 SIFT Flow; 27 Unwrap Mosaics; Bibliography; Contributors; Index

Notes:

Description based upon print version of record.

Includes bibliographical references and index.

OCLC-licensed vendor bibliographic record.

ISBN:

1-283-25865-X

9786613258656

0-262-29835-X

OCLC:

750172643

Publisher Number:

3634472