Decision Forests for Computer Vision and Medical Image Analysis pdf epub mobi txt 电子书下载 2024

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Criminisi, A.; Shotton, J.; Criminisi, Antonio

Springer

2013-1-31

368

USD 149.00

Hardcover

9781447149286

图书标签: 机器学习

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发表于2024-12-25

Decision Forests for Computer Vision and Medical Image Analysis epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Decision Forests for Computer Vision and Medical Image Analysis pdf epub mobi txt 电子书下载 2024

图书描述

This practical and easy-to-follow text explores the theoretical underpinnings of decision forests, organizing the vast existing literature on the field within a new, general-purpose forest model. Topics and features: with a foreword by Prof. Y. Amit and Prof. D. Geman, recounting their participation in the development of decision forests; introduces a flexible decision forest model, capable of addressing a large and diverse set of image and video analysis tasks; investigates both the theoretical foundations and the practical implementation of decision forests; discusses the use of decision forests for such tasks as classification, regression, density estimation, manifold learning, active learning and semi-supervised classification; includes exercises and experiments throughout the text, with solutions, slides, demo videos and other supplementary material provided at an associated website; provides a free, user-friendly software library, enabling the reader to experiment with forests in a hands-on manner.

Decision Forests for Computer Vision and Medical Image Analysis 下载 mobi epub pdf txt 电子书