书目名称 | Human Action Analysis with Randomized Trees |
编辑 | Gang Yu,Junsong Yuan,Zicheng Liu |
视频video | |
概述 | Step-by-step introduction to help the readers understand the topic of human action analysis.Presents one basic algorithm that can used in various applications.Practical examples and applications will |
丛书名称 | SpringerBriefs in Electrical and Computer Engineering |
图书封面 |  |
描述 | 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. |
出版日期 | Book 2015 |
关键词 | Action Categorization; Branch-and-bound; Hough Voting; Human Action Analysis; Human Action Localization; |
版次 | 1 |
doi | https://doi.org/10.1007/978-981-287-167-1 |
isbn_softcover | 978-981-287-166-4 |
isbn_ebook | 978-981-287-167-1Series ISSN 2191-8112 Series E-ISSN 2191-8120 |
issn_series | 2191-8112 |
copyright | The Author(s) 2015 |