| Presentation | 2020-03-11 Pre-training for Action Classification Task Using Video Frame Prediction Task Hidemoto Nakada, Hideki Asoh, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | pre-training / action classification / video frame prediction / self supervised learning |
| Paper # | IBISML2019-45 |
| Date of Issue | 2020-03-03 (IBISML) |
| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2020/3/10(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kyoto University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine learning, etc. |
| Chair | Hisashi Kashima(Kyoto Univ.) |
| Vice Chair | Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Masashi Sugiyama(Nagoya Inst. of Tech.) / Koji Tsuda(AIST) |
| Assistant | Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Infomation-Based Induction Sciences and Machine Learning |
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| Language | JPN |
| 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 |
| 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) |
| Date | 2020-03-11 |
| Paper # | IBISML2019-45 |
| Volume (vol) | vol.119 |
| Number (no) | IBISML-476 |
| Page | pp.pp.85-90(IBISML), |
| #Pages | 6 |
| Date of Issue | 2020-03-03 (IBISML) |