| Presentation | 2020-03-05 Applying Deep Metric Learning to Periocular Biometrics Tomoki Nukata, Hiroshi Yoshiura, Masatsugu Ichino, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Periocular biometrics has been studied in recent years due to spread of surveillance cameras and smartphones. Zhao et. al. proposed the convolutional neural network that extracts texture and shape features of an eyebrow and an eye based on knowledge that their shapes are important for authentication. This convolutional neural network is trained by DSC Loss that is one of the loss functions used in Deep Metric Learning. This study improved Zhao’s methods and showed their e?ectiveness. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Periocular Biometrics / Deep Metric Learning |
| Paper # | BioX2019-73,CNR2019-56 |
| Date of Issue | 2020-02-26 (BioX, CNR) |
| Conference Information | |
| Committee | BioX / CNR |
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| Conference Date | 2020/3/4(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Akira Otsuka(IISEC) / Kazunori Takashio(Keio Univ.) |
| Vice Chair | Tetsushi Ohki(Shizuoka Univ.) / Takahiro Aoki(Fujitsu Labs.) / Masayuki Kanbara(NAIST) / Yoshihiko Murakawa(Fujitsu Labs.) |
| Secretary | Tetsushi Ohki(Univ. of Electro-Comm.) / Takahiro Aoki(SECOM) / Masayuki Kanbara(Shibaura Inst. of Tech.) / Yoshihiko Murakawa(Panasonic) |
| Assistant | Daishi Watabe(Saitama Inst. of Tech.) / Ryota Horie(Shibaura Inst. of Tech.) / Yuka Kobayashi(Toshiba) / Masanori Yokoyama(ＮＴＴ) |
| Paper Information | |
| Registration To | Technical Committee on Biometrics / Technical Committee on Cloud Network Robotics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Applying Deep Metric Learning to Periocular Biometrics |
| Sub Title (in English) | |
| Keyword(1) | Periocular Biometrics |
| Keyword(2) | Deep Metric Learning |
| 1st Author's Name | Tomoki Nukata |
| 1st Author's Affiliation | The University of Electro-Communications(UEC) |
| 2nd Author's Name | Hiroshi Yoshiura |
| 2nd Author's Affiliation | The University of Electro-Communications(UEC) |
| 3rd Author's Name | Masatsugu Ichino |
| 3rd Author's Affiliation | The University of Electro-Communications(UEC) |
| Date | 2020-03-05 |
| Paper # | BioX2019-73,CNR2019-56 |
| Volume (vol) | vol.119 |
| Number (no) | BioX-445,CNR-446 |
| Page | pp.pp.65-70(BioX), pp.65-70(CNR), |
| #Pages | 6 |
| Date of Issue | 2020-02-26 (BioX, CNR) |