Paper Abstract and Keywords |
Presentation |
2010-03-16 14:25
Recognition of specific specific behaviors in crowded video sequences based on human trajectory Masaki Takahashi, Mahito Fujii, Masahiro Shibata (NHK), Shin'ichi Satoh (NII) PRMU2009-304 HIP2009-189 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
We describe a method that can detect specific human behaviors even in crowded surveillance video scenes. Our proposed method uses a HOG descriptor and SVM classifier to detect people, and it tracks the regions that contain people, called human regions, by calculating two-dimensional color histograms. The method recognizes specific behaviors by the features of human region trajectories. It identifies human behaviors by estimating the similarities to the reference trajectory of each behavior in the trajectory feature space. Verification techniques such as backward tracking and calculating optical flows helped reduce false alarms. Experiments showed our system could recognize several specific behaviors robustly even in crowded scenes. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Human behavior recognition / Surveillance / HOG / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 109, no. 470, PRMU2009-304, pp. 419-424, March 2010. |
Paper # |
PRMU2009-304 |
Date of Issue |
2010-03-08 (PRMU, HIP) |
ISSN |
Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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PRMU2009-304 HIP2009-189 |
Conference Information |
Committee |
PRMU HIP |
Conference Date |
2010-03-15 - 2010-03-16 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Kagoshima Univ. |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
PRMU |
Conference Code |
2010-03-PRMU-HIP |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Recognition of specific specific behaviors in crowded video sequences based on human trajectory |
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Keyword(1) |
Human behavior recognition |
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Surveillance |
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HOG |
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1st Author's Name |
Masaki Takahashi |
1st Author's Affiliation |
NHK Science & Technology Research Laboratories (NHK) |
2nd Author's Name |
Mahito Fujii |
2nd Author's Affiliation |
NHK Science & Technology Research Laboratories (NHK) |
3rd Author's Name |
Masahiro Shibata |
3rd Author's Affiliation |
NHK Science & Technology Research Laboratories (NHK) |
4th Author's Name |
Shin'ichi Satoh |
4th Author's Affiliation |
National Institute of Informatics (NII) |
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Speaker |
Author-1 |
Date Time |
2010-03-16 14:25:00 |
Presentation Time |
25 minutes |
Registration for |
PRMU |
Paper # |
PRMU2009-304, HIP2009-189 |
Volume (vol) |
vol.109 |
Number (no) |
no.470(PRMU), no.471(HIP) |
Page |
pp.419-424 |
#Pages |
6 |
Date of Issue |
2010-03-08 (PRMU, HIP) |
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