Human Action Analysis with Randomized Trees (Record no. 53157)
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000 -LEADER | |
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fixed length control field | 02887nam a22005535i 4500 |
001 - CONTROL NUMBER | |
control field | 978-981-287-167-1 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20200420221300.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 140814s2015 si | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
ISBN | 9789812871671 |
-- | 978-981-287-167-1 |
082 04 - CLASSIFICATION NUMBER | |
Call Number | 621.382 |
100 1# - AUTHOR NAME | |
Author | Yu, Gang. |
245 10 - TITLE STATEMENT | |
Title | Human Action Analysis with Randomized Trees |
300 ## - PHYSICAL DESCRIPTION | |
Number of Pages | VIII, 83 p. 30 illus. in color. |
490 1# - SERIES STATEMENT | |
Series statement | SpringerBriefs in Electrical and Computer Engineering, |
505 0# - FORMATTED CONTENTS NOTE | |
Remark 2 | Introduction to Human Action Analysis -- Supervised Trees for Human Action Recognition and Detection -- Unsupervised Trees for Human Action Search -- Propagative Hough Voting to Leverage Contextual Information -- Human Action Prediction with Multi-class Balanced Random Forest -- Conclusion. |
520 ## - SUMMARY, ETC. | |
Summary, etc | 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. |
700 1# - AUTHOR 2 | |
Author 2 | Yuan, Junsong. |
700 1# - AUTHOR 2 | |
Author 2 | Liu, Zicheng. |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | http://dx.doi.org/10.1007/978-981-287-167-1 |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | eBooks |
264 #1 - | |
-- | Singapore : |
-- | Springer Singapore : |
-- | Imprint: Springer, |
-- | 2015. |
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-- | computer |
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-- | rdamedia |
338 ## - | |
-- | online resource |
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347 ## - | |
-- | text file |
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-- | rda |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Engineering. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Image processing. |
650 #0 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Probabilities. |
650 14 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Engineering. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Signal, Image and Speech Processing. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Image Processing and Computer Vision. |
650 24 - SUBJECT ADDED ENTRY--SUBJECT 1 | |
-- | Probability Theory and Stochastic Processes. |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
-- | 2191-8112 |
912 ## - | |
-- | ZDB-2-ENG |
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