| Paper Abstract and Keywords |
| Presentation |
2010-03-16 10:50
Action Recognition by Combining Features Using Multiple Kernel Learning Akitsugu Noguchi, Keiji Yanai (Univ. of Electro-Comm.) PRMU2009-286 HIP2009-171 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recognizing action in video is very useful, because it can be applied to many kinds of applications.
Action recognition is being studied in many researches, but most research has focused on videos taken in controlled
environment. In this paper, we propose action recognition method by combining features based on Multiple Kernel
Learning(MKL), and we recognize action in web video shots. We combine visual, motion and spatio-temporal fea-
tures. As spatio-temporal feature, we utilize features which consists point and its local tracking. In experiment, we
evaluate our method using KTH dataset, and Youtube dataset. As a result, we obtain 94.0% as a classi¯cation rate
for in KTH dataset which is almost equivalent to state-of-art, and 80.4% for Youtube dataset which ourperforms
state-of-the-art much. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
spatio-temporal feature / action recognition / KTH / Youtube data / combining feature / MKL / / |
| Reference Info. |
IEICE Tech. Rep., vol. 109, no. 470, PRMU2009-286, pp. 311-316, March 2010. |
| Paper # |
PRMU2009-286 |
| 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) |
| Download PDF |
PRMU2009-286 HIP2009-171 |
| 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) |
| Topics (in English) |
|
| 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) |
Action Recognition by Combining Features Using Multiple Kernel Learning |
| Sub Title (in English) |
|
| Keyword(1) |
spatio-temporal feature |
| Keyword(2) |
action recognition |
| Keyword(3) |
KTH |
| Keyword(4) |
Youtube data |
| Keyword(5) |
combining feature |
| Keyword(6) |
MKL |
| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Akitsugu Noguchi |
| 1st Author's Affiliation |
The University of Electro-Communicaion (Univ. of Electro-Comm.) |
| 2nd Author's Name |
Keiji Yanai |
| 2nd Author's Affiliation |
The University of Electro-Communicaion (Univ. of Electro-Comm.) |
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| Speaker |
Author-1 |
| Date Time |
2010-03-16 10:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
PRMU |
| Paper # |
PRMU2009-286, HIP2009-171 |
| Volume (vol) |
vol.109 |
| Number (no) |
no.470(PRMU), no.471(HIP) |
| Page |
pp.311-316 |
| #Pages |
6 |
| Date of Issue |
2010-03-08 (PRMU, HIP) |