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Information Theory in Computer Vision and Pattern Recognition 2024 pdf epub mobi 电子书

Information Theory in Computer Vision and Pattern Recognition
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发表于2024-09-11

Information Theory in Computer Vision and Pattern Recognition 2024 pdf epub mobi 电子书

Information Theory in Computer Vision and Pattern Recognition 2024 pdf epub mobi 电子书

Information Theory in Computer Vision and Pattern Recognition 2024 pdf epub mobi 电子书


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出版者:Springer
作者:Francisco Escolano Ruiz
出品人:
页数:412
译者:
出版时间:2009-07-24
价格:USD 129.00
装帧:Hardcover
isbn号码:9781848822962
丛书系列:

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Information Theory in Computer Vision and Pattern Recognition 2024 pdf epub mobi 电子书 图书描述

Information theory has proved to be effective for solving many computer vision and pattern recognition (CVPR) problems (such as image matching, clustering and segmentation, saliency detection, feature selection, optimal classifier design and many others). Nowadays, researchers are widely bringing information theory elements to the CVPR arena. Among these elements there are measures (entropy, mutual information...), principles (maximum entropy, minimax entropy...) and theories (rate distortion theory, method of types...). This book explores and introduces the latter elements through an incremental complexity approach at the same time where CVPR problems are formulated and the most representative algorithms are presented. Interesting connections between information theory principles when applied to different problems are highlighted, seeking a comprehensive research roadmap. The result is a novel tool both for CVPR and machine learning researchers, and contributes to a cross-fertilization of both areas.

Information Theory in Computer Vision and Pattern Recognition 2024 pdf epub mobi 电子书
Information Theory in Computer Vision and Pattern Recognition 2024 pdf epub mobi 电子书
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