Markov Random Field Modeling in Computer Vision (eBook, PDF)
S. Z. Li
eBook, PDF

Markov Random Field Modeling in Computer Vision (eBook, PDF)

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Markov random field (MRF) modeling provides a basis for the characterization of contextual constraints on visual interpretation and enables us to develop optimal vision algorithms systematically based on sound principles. This book presents a comprehensive study on using MRFs to solve computer vision problems, covering the following parts essential to the subject: introduction to fundamental theories, formulations of various vision models in the MRF framework, MRF parameter estimation, and optimization algorithms. Various MRF vision models are presented in a unified form, including image resto...

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