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Record Nr. |
UNINA9911092046203321 |
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Titolo |
Markov random fields for vision and image processing / / edited by Andrew Blake, Pushmeet Kohli, and Carsten Rother |
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Pubbl/distr/stampa |
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Cambridge, Mass., : MIT Press, ©2011 |
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ISBN |
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1-283-25865-X |
9786613258656 |
0-262-29835-X |
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Edizione |
[1st ed.] |
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Descrizione fisica |
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1 online resource (472 p.) |
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Altri autori (Persone) |
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BlakeAndrew <1956-> |
KohliPushmeet |
RotherCarsten |
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Disciplina |
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Soggetti |
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Image processing - Mathematics |
Computer graphics - Mathematics |
Computer vision - Mathematics |
Markov random fields |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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Description based upon print version of record. |
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Nota di bibliografia |
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Includes bibliographical references and index. |
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Nota di contenuto |
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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 |
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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 |
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Sommario/riassunto |
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State-of-the-art research on MRFs, successful MRF applications, and advanced topics for future study. |
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2. |
Record Nr. |
UNINA9910870873003321 |
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Autore |
Ivanovi? Mirjana |
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Titolo |
"Management of Digital Ecosystems": Dedicated to the Memory of Prof. William I. Grosky 8/4/1944-11/13/2020 |
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Pubbl/distr/stampa |
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MDPI - Multidisciplinary Digital Publishing Institute, 2024 |
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Descrizione fisica |
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Soggetti |
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Computing and Information Technology |
Computer science |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Sommario/riassunto |
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William I. Grosky (or Bill for friends) passed away recently. He received his B.Sc. in Mathematics from MIT in 1965, his M.Sc. in Applied Mathematics from Brown University in 1968, and his Ph.D. from Yale University in 1971. William was a Professor and Chair of the Department of Computer and Information Science at the University of Michigan-Dearborn (UMD). Before joining UMD in 2001, he was a |
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Professor and Chair of the Department of Computer Science at Wayne State University and an Assistant Professor of Information and Computer Science at the Georgia Institute of Technology in Atlanta. His research interests included multimedia information systems, text and image mining, and the semantic web. He was a founding member of Intelligent Media LLC, a Michigan-based company that integrates new media into information technologies. William served as the Editor-in-Chief of the IEEE Multimedia magazine, as well as a Member of the Editorial Boards of many journals; in addition, he served as a Member of several Program Committees of conferences focusing on database and multimedia systems. He published three books and over 150 papers in international conferences and journals. Our community remembers him as an excellent scientist and a very generous, funny, and curious person, passionately delivering lectures and seminars. He was the person to speak to when one needed to brainstorm any new technologies or ideas. He used to state that one of the luxuries of academia is the ability to learn every day. This volume is dedicated to his memory. |
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