Markov Random Field Modeling in Image Analysis (Computer Science Workbench) pdf epub mobi txt 电子书下载 2024

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S. Z. Li

Springer-Verlag Telos

2001-07

323

USD 59.95

Paperback

9784431703099

图书标签: 我也是小布的信息科学 MRF

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发表于2024-11-26

Markov Random Field Modeling in Image Analysis (Computer Science Workbench) epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Markov Random Field Modeling in Image Analysis (Computer Science Workbench) pdf epub mobi txt 电子书下载 2024

图书描述

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 restoration and reconstruction, edge and region segmentation, texture, stereo and motion, object matching and recognition, and pose estimation. This second edition includes the most important progress in Markov modeling in image analysis in recent years such as Markov modeling of images with "macro" patterns (e.g. the FRAME model), Markov chain Monte Carlo (MCMC) methods, reversible jump MCMC. 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.

Markov Random Field Modeling in Image Analysis (Computer Science Workbench) 下载 mobi epub pdf txt 电子书