Paper Abstract and Keywords |
Presentation |
2019-03-18 10:30
Gait Recognition Based on Constraint Mutual Subspace Method with CNN Features Akinari Sakai, Naoya Sogi, Kazuhiro Fukui (University of Tsukuba) BioX2018-50 PRMU2018-154 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose a high performance gait recognition framework. In recent years, the gait recognition has attracted as a biometric recognition system that can be applied to surveillance and criminal investigation. Mutual Subspace Method(MSM) is known as a robust method to the walking speed. We enhance the MSM to realize a high performance gait recognition. Specifically, projection of subspace in MSM to the generalized difference subspace, and CNN features are introduced to the framework. Evaluation experiments showed the effectiveness of the proposed method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Gait Recognition / Deep Learning / CNN / Mutual Subspace Method / Constraint Mutual Subspace Method / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 513, PRMU2018-154, pp. 125-130, March 2019. |
Paper # |
PRMU2018-154 |
Date of Issue |
2019-03-10 (BioX, 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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BioX2018-50 PRMU2018-154 |
Conference Information |
Committee |
PRMU BioX |
Conference Date |
2019-03-17 - 2019-03-18 |
Place (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
PRMU |
Conference Code |
2019-03-PRMU-BioX |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Gait Recognition Based on Constraint Mutual Subspace Method with CNN Features |
Sub Title (in English) |
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Keyword(1) |
Gait Recognition |
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Deep Learning |
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CNN |
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Mutual Subspace Method |
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Constraint Mutual Subspace Method |
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1st Author's Name |
Akinari Sakai |
1st Author's Affiliation |
University of Tsukuba (University of Tsukuba) |
2nd Author's Name |
Naoya Sogi |
2nd Author's Affiliation |
University of Tsukuba (University of Tsukuba) |
3rd Author's Name |
Kazuhiro Fukui |
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University of Tsukuba (University of Tsukuba) |
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Speaker |
Author-1 |
Date Time |
2019-03-18 10:30:00 |
Presentation Time |
15 minutes |
Registration for |
PRMU |
Paper # |
BioX2018-50, PRMU2018-154 |
Volume (vol) |
vol.118 |
Number (no) |
no.512(BioX), no.513(PRMU) |
Page |
pp.125-130 |
#Pages |
6 |
Date of Issue |
2019-03-10 (BioX, PRMU) |
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