Markov Random Fields for Vision and Image Processing 2024 pdf epub mobi 电子书

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Markov Random Fields for Vision and Image Processing 2024 pdf epub mobi 电子书著者简介

Andrew Blake是英国微软剑桥研究院院长，是著名的Kinect项目负责人。

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发表于2024-12-01

Markov Random Fields for Vision and Image Processing 2024 pdf epub mobi 电子书

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出版者:MIT Press

作者:Steve Blake

出品人:

页数:480

译者:

出版时间:2011-8-16

价格:GBP 58.95

装帧:Hardcover

isbn号码:9780262015776

丛书系列:

图书标签: 机器学习 segmentation MachineLearning CV 计算机视觉计算机图形学机器视觉工具教程

Markov Random Fields for Vision and Image Processing 2024 pdf epub mobi 电子书图书描述

This volume demonstrates the power of the Markov random field (MRF) in vision, treating the MRF both as a tool for modeling image data and, utilizing recently developed algorithms, as a means of making inferences about images. These inferences concern underlying image and scene structure as well as solutions to such problems as image reconstruction, image segmentation, 3D vision, and object labeling. It offers key findings and state-of-the-art research on both algorithms and applications.

After an introduction to the fundamental concepts used in MRFs, the book reviews some of the main algorithms for performing inference with MRFs; presents successful applications of MRFs, including segmentation, super-resolution, and image restoration, along with a comparison of various optimization methods; discusses advanced algorithmic topics; addresses limitations of the strong locality assumptions in the MRFs discussed in earlier chapters; and showcases applications that use MRFs in more complex ways, as components in bigger systems or with multiterm energy functions. The book will be an essential guide to current research on these powerful mathematical tools.

Markov Random Fields for Vision and Image Processing 2024 pdf epub mobi 电子书

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