Paper Abstract and Keywords |
Presentation |
2019-09-05 14:25
Active learning based on self-supervised feature learning Shunsuke Tsukatani, Kazuhiko Murasaki, Shingo Andou, jun Shimamura (NTT) PRMU2019-28 MI2019-47 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In this paper, we propose an active learning algorithm based on self-supervised feature learning. When the domain of the data set used for pre-trained model are different from target domain, the conventional sampling method can not select samples effectively. To avoid this problem, Our approach adopt self-supervised feature learning method in active learning framework. Our algorithm select unlabeled data from feature clusters which does not include labeled data. Our experiments show that the proposed method outperforms existing approaches in image
classification experiments. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
active learning / self-supervised feature learning / image classification / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 119, no. 192, PRMU2019-28, pp. 115-119, Sept. 2019. |
Paper # |
PRMU2019-28 |
Date of Issue |
2019-08-28 (PRMU, MI) |
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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PRMU2019-28 MI2019-47 |
Conference Information |
Committee |
PRMU MI IPSJ-CVIM |
Conference Date |
2019-09-04 - 2019-09-05 |
Place (in Japanese) |
(See Japanese page) |
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(See Japanese page) |
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Paper Information |
Registration To |
PRMU |
Conference Code |
2019-09-PRMU-MI-CVIM |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Active learning based on self-supervised feature learning |
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active learning |
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self-supervised feature learning |
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image classification |
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1st Author's Name |
Shunsuke Tsukatani |
1st Author's Affiliation |
NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT) |
2nd Author's Name |
Kazuhiko Murasaki |
2nd Author's Affiliation |
NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT) |
3rd Author's Name |
Shingo Andou |
3rd Author's Affiliation |
NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT) |
4th Author's Name |
jun Shimamura |
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NIPPON TELEGRAPH AND TELEPHONE CORPORATION (NTT) |
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Speaker |
Author-1 |
Date Time |
2019-09-05 14:25:00 |
Presentation Time |
15 minutes |
Registration for |
PRMU |
Paper # |
PRMU2019-28, MI2019-47 |
Volume (vol) |
vol.119 |
Number (no) |
no.192(PRMU), no.193(MI) |
Page |
pp.115-119 |
#Pages |
5 |
Date of Issue |
2019-08-28 (PRMU, MI) |
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