| Presentation | 2019-03-18 Gait Recognition Based on Constraint Mutual Subspace Method with CNN Features Akinari Sakai, Naoya Sogi, Kazuhiro Fukui, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(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) |
| Keyword(in English) | Gait Recognition / Deep Learning / CNN / Mutual Subspace Method / Constraint Mutual Subspace Method |
| Paper # | BioX2018-50,PRMU2018-154 |
| Date of Issue | 2019-03-10 (BioX, PRMU) |
| Conference Information | |
| Committee | PRMU / BioX |
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| Conference Date | 2019/3/17(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shinichi Sato(NII) / Kazuhiko Sumi(AGU) |
| Vice Chair | Yoshihisa Ijiri(Omron) / Toru Tamaki(Hiroshima Univ.) / Hitoshi Imaoka(NEC) / Tetsushi Ohki(Shizuoka Univ.) |
| Secretary | Yoshihisa Ijiri(NEC) / Toru Tamaki(Osaka Univ.) / Hitoshi Imaoka(Fujitsu Labs.) / Tetsushi Ohki(Univ. of Electro-Comm.) |
| Assistant | Go Irie(NTT) / Yoshitaka Ushiku(Univ. of Tokyo) / Norihiro Okui(KDDI Research) / Daishi Watabe(Saitama Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Biometrics |
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| Language | JPN |
| 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) | |
| Keyword(1) | Gait Recognition |
| Keyword(2) | Deep Learning |
| Keyword(3) | CNN |
| Keyword(4) | Mutual Subspace Method |
| Keyword(5) | Constraint Mutual Subspace Method |
| 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 |
| 3rd Author's Affiliation | University of Tsukuba(University of Tsukuba) |
| Date | 2019-03-18 |
| Paper # | BioX2018-50,PRMU2018-154 |
| Volume (vol) | vol.118 |
| Number (no) | BioX-512,PRMU-513 |
| Page | pp.pp.125-130(BioX), pp.125-130(PRMU), |
| #Pages | 6 |
| Date of Issue | 2019-03-10 (BioX, PRMU) |