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Markov Random Field Modeling in Image Analysis
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Markov Random Field Modeling in Image Analysis (Hardback)

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Synopsis

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. 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 third edition includes the most recent advances and has new and expanded sections on topics such as: Bayesian Network; Discriminative Random Fields; Strong Random Fields; Spatial-Temporal Models; Learning MRF for Classification. 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.

Computing & ITComputer scienceArtificial intelligenceComputer visionScience & MathematicsMathematicsProbability & statistics Publisher: Springer London Ltd Publication Date: 10/03/2009 ISBN-13: 9781848002784  Details: Type: Hardback Format: Books
Availability: Currently unavailable to order online.  

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