Markov Random Field Modeling in Image Analysis (eBook, PDF)
Stan Z. Li
eBook, PDF

Markov Random Field Modeling in Image Analysis (eBook, PDF)

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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. The book covers the following parts essential to the subject: introduction to fundamental theories, formulations of MRF vision models, MRF parameter estimation, and optimization algorithms. Various vision models are presented in a unified framework, including image res...

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