Paper Abstract and Keywords |
Presentation |
2011-03-11 11:40
Person identification robust to changes in appearance Yumi Iwashita, Koji Uchino, Ryo Kurazume (Kyushu Univ.) PRMU2010-281 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
This paper presents a novel method for gait-based person identification robust to changes in appearance. Gait is sensitive to appearance changes, such as variations of clothes and carrying conditions, so the correct classification rate is reduced in case target's appearance condition is different from that in the database. To deal with this problem, a part-based gait identification method has been proposed. In this method the human body is divided into eight parts, and the discrimination capability of each part, which is trained with training datasets including various types of clothes, is controlled to correspond to different changes of clothes. However, the correct classification rate would be reduced in case target's clothes are not included in the training datasets. So we propose a new part-based person identification method, where the discrimination capability at each part is directly controlled based on gait features between gallery datasets and probe dataset. Experiments using a gait database CASIA show the effectiveness of the proposed method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Gait / person identification / affine moment invariants / local features / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 110, no. 467, PRMU2010-281, pp. 259-263, March 2011. |
Paper # |
PRMU2010-281 |
Date of Issue |
2011-03-03 (PRMU) |
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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PRMU2010-281 |
Conference Information |
Committee |
PRMU |
Conference Date |
2011-03-10 - 2011-03-11 |
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(See Japanese page) |
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Registration To |
PRMU |
Conference Code |
2011-03-PRMU |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
Title (in English) |
Person identification robust to changes in appearance |
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Gait |
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person identification |
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affine moment invariants |
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local features |
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1st Author's Name |
Yumi Iwashita |
1st Author's Affiliation |
Kyushu University (Kyushu Univ.) |
2nd Author's Name |
Koji Uchino |
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Kyushu University (Kyushu Univ.) |
3rd Author's Name |
Ryo Kurazume |
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Kyushu University (Kyushu Univ.) |
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Speaker |
Author-1 |
Date Time |
2011-03-11 11:40:00 |
Presentation Time |
30 minutes |
Registration for |
PRMU |
Paper # |
PRMU2010-281 |
Volume (vol) |
vol.110 |
Number (no) |
no.467 |
Page |
pp.259-263 |
#Pages |
5 |
Date of Issue |
2011-03-03 (PRMU) |
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