Paper Abstract and Keywords |
Presentation |
2022-03-04 15:50
Gait-based Age Estimation Using Angle Suppression Learning Kodai Yamano (Osaka Univ.), Daigo Muramatsu (Seikei Univ.), Noriko Takemura, Yasushi Yagi (Osaka Univ.) BioX2021-56 CNR2021-37 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Robustness for observation view difference is an important and expected property for gait-based age estimation. In order to achieve the robustness, we propose view suppression learning for gait-based age estimation. Proposed view suppression learning constructs a feature space for a main task so that the constructed space includes useful information for main task but excludes view information. This view suppression learning is implemented using adversarial learning framework. The proposed method is evaluated on public gait database. The evaluation results show that proposed method improves age estimation accuracy for gait data with untrained views. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Gait / Attribute estimation / Multi-task learning / Generative adversarial network / Factor suppression learning / / / |
Reference Info. |
IEICE Tech. Rep., vol. 121, no. 396, BioX2021-56, pp. 51-56, March 2022. |
Paper # |
BioX2021-56 |
Date of Issue |
2022-02-24 (BioX, CNR) |
ISSN |
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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BioX2021-56 CNR2021-37 |
Conference Information |
Committee |
CNR BioX |
Conference Date |
2022-03-03 - 2022-03-04 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Online |
Topics (in Japanese) |
(See Japanese page) |
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Paper Information |
Registration To |
BioX |
Conference Code |
2022-03-CNR-BioX |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Gait-based Age Estimation Using Angle Suppression Learning |
Sub Title (in English) |
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Gait |
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Attribute estimation |
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Multi-task learning |
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Generative adversarial network |
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Factor suppression learning |
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1st Author's Name |
Kodai Yamano |
1st Author's Affiliation |
Osaka University (Osaka Univ.) |
2nd Author's Name |
Daigo Muramatsu |
2nd Author's Affiliation |
Seikei University (Seikei Univ.) |
3rd Author's Name |
Noriko Takemura |
3rd Author's Affiliation |
Osaka University (Osaka Univ.) |
4th Author's Name |
Yasushi Yagi |
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Osaka University (Osaka Univ.) |
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Speaker |
Author-1 |
Date Time |
2022-03-04 15:50:00 |
Presentation Time |
30 minutes |
Registration for |
BioX |
Paper # |
BioX2021-56, CNR2021-37 |
Volume (vol) |
vol.121 |
Number (no) |
no.396(BioX), no.397(CNR) |
Page |
pp.51-56 |
#Pages |
6 |
Date of Issue |
2022-02-24 (BioX, CNR) |
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