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Markov random fields for vision and image processing / ed. by Andrew Blake ...

Contributor(s): Resource type: Ressourcentyp: Buch (Online)Book (Online)Language: English Series: The MIT Press SerPublisher: Cambridge, Mass : MIT Press, c2011Description: Online-Ressource (1 online resource (vii, 463 p.)) : illISBN:
  • 9781283258654
  • 128325865X
  • 9780262298353
Subject(s): Additional physical formats: 0262015773 | 9780262298353 | 9780262015776 | 1283256347 | Druckausg.: 1-283-25634-7 | Druckausg.: 978-0-262-01577-6 MSC: MSC: *68-02 | 62M40 | 68T45 | 68U10 | 68T10RVK: RVK: ST 330 | ST 320LOC classification:
  • TA1637
Online resources: Summary: State-of-the-art research on MRFs, successful MRF applications, and advanced topics for future study.Summary: 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 Synthesis -- 11 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 Space -- IV 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.PPN: PPN: 807344109Package identifier: Produktsigel: ZDB-26-MYL | ZDB-30-PAD | ZDB-30-PQE | BSZ-30-PQE-K1DLR
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