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| Presentation | 2020-03-11 11:35 Pre-training for Action Classification Task Using Video Frame Prediction Task Hidemoto Nakada, Hideki Asoh (AIST)  IBISML2019-45 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | Continuous Video frames have strongly correlated with each other and thus include rich information that could be leveraged as training data without having explicit labels. We report a trial of transfer learning, where we employ the future frame prediction task for pre-training and apply it to the video behavior classification task. We confirmed that we could gain a certain level of improvement with the proposed pre-training. The improvement was smaller than the pre-training using the other video classification task, however. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | pre-training / action classification / video frame prediction / self supervised learning / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 119, no. 476, IBISML2019-45, pp. 85-90, March 2020. | |
| Paper # | IBISML2019-45 | |
| Date of Issue | 2020-03-03 (IBISML) | |
| 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) | |
| Download PDF | IBISML2019-45 |
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| Conference Information | |
| Committee | IBISML |
| Conference Date | 2020-03-10 - 2020-03-11 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kyoto University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine learning, etc. |
| Paper Information | |
| Registration To | IBISML |
| Conference Code | 2020-03-IBISML |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Pre-training for Action Classification Task Using Video Frame Prediction Task |
| Sub Title (in English) | |
| Keyword(1) | pre-training |
| Keyword(2) | action classification |
| Keyword(3) | video frame prediction |
| Keyword(4) | self supervised learning |
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| 1st Author's Name | Hidemoto Nakada |
| 1st Author's Affiliation | National Institute of Advanced Industrial Science and Technology (AIST) |
| 2nd Author's Name | Hideki Asoh |
| 2nd Author's Affiliation | National Institute of Advanced Industrial Science and Technology (AIST) |
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| Speaker | Author-1 |
| Date Time | 2020-03-11 11:35:00 |
| Presentation Time | 25 minutes |
| Registration for | IBISML |
| Paper # | IBISML2019-45 |
| Volume (vol) | vol.119 |
| Number (no) | no.476 |
| Page | pp.85-90 |
| #Pages | 6 |
| Date of Issue | 2020-03-03 (IBISML) |
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