Human Action Analysis with Randomized Trees

Nonfiction, Computers, Application Software, Computer Graphics, Science & Nature, Technology, Electronics
Cover of the book Human Action Analysis with Randomized Trees by Junsong Yuan, Gang Yu, Zicheng Liu, Springer Singapore
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Author: Junsong Yuan, Gang Yu, Zicheng Liu ISBN: 9789812871671
Publisher: Springer Singapore Publication: August 14, 2014
Imprint: Springer Language: English
Author: Junsong Yuan, Gang Yu, Zicheng Liu
ISBN: 9789812871671
Publisher: Springer Singapore
Publication: August 14, 2014
Imprint: Springer
Language: English

This book will provide a comprehensive overview on human action analysis with randomized trees. It will cover both the supervised random trees and the unsupervised random trees. When there are sufficient amount of labeled data available, supervised random trees provides a fast method for space-time interest point matching. When labeled data is minimal as in the case of example-based action search, unsupervised random trees is used to leverage the unlabelled data. We describe how the randomized trees can be used for action classification, action detection, action search, and action prediction. We will also describe techniques for space-time action localization including branch-and-bound sub-volume search and propagative Hough voting.

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This book will provide a comprehensive overview on human action analysis with randomized trees. It will cover both the supervised random trees and the unsupervised random trees. When there are sufficient amount of labeled data available, supervised random trees provides a fast method for space-time interest point matching. When labeled data is minimal as in the case of example-based action search, unsupervised random trees is used to leverage the unlabelled data. We describe how the randomized trees can be used for action classification, action detection, action search, and action prediction. We will also describe techniques for space-time action localization including branch-and-bound sub-volume search and propagative Hough voting.

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