Paper Abstract and Keywords |
Presentation |
2012-12-18 09:30
A Hardware-Implementation-Friendly Algorithm Based on Hierarchical Models for Real-Time Human Action Recognition Kazumi Fukuda, Tadashi Shibata (Univ. of Tokyo) ICD2012-113 Link to ES Tech. Rep. Archives: ICD2012-113 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Naturally modeling the hierarchy and shared features of human actions such as running and jumping, we present a hardware-implementation-friendly algorithm based on hidden Markov model (HMM) for the human action recognition. It is important for robust modeling of complex human actions to exploit shared features and inherent hierarchical models. To this end, we propose the use of the hierarchical HMM (HHMM), which has been extended to handle shared features, combined with local features in the input video sequence such as optical flow for recognizing general human actions. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Hierarchical Model / Hidden Markov Model / Optical Flow / Filtering / Action Recognition / / / |
Reference Info. |
IEICE Tech. Rep., vol. 112, no. 365, ICD2012-113, pp. 85-90, Dec. 2012. |
Paper # |
ICD2012-113 |
Date of Issue |
2012-12-10 (ICD) |
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) |
Download PDF |
ICD2012-113 Link to ES Tech. Rep. Archives: ICD2012-113 |
Conference Information |
Committee |
ICD |
Conference Date |
2012-12-17 - 2012-12-18 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Tokyo Tech Front |
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Paper Information |
Registration To |
ICD |
Conference Code |
2012-12-ICD |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
A Hardware-Implementation-Friendly Algorithm Based on Hierarchical Models for Real-Time Human Action Recognition |
Sub Title (in English) |
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Hierarchical Model |
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Hidden Markov Model |
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Optical Flow |
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Filtering |
Keyword(5) |
Action Recognition |
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1st Author's Name |
Kazumi Fukuda |
1st Author's Affiliation |
University of Tokyo (Univ. of Tokyo) |
2nd Author's Name |
Tadashi Shibata |
2nd Author's Affiliation |
University of Tokyo (Univ. of Tokyo) |
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Speaker |
Author-1 |
Date Time |
2012-12-18 09:30:00 |
Presentation Time |
25 minutes |
Registration for |
ICD |
Paper # |
ICD2012-113 |
Volume (vol) |
vol.112 |
Number (no) |
no.365 |
Page |
pp.85-90 |
#Pages |
6 |
Date of Issue |
2012-12-10 (ICD) |