| Presentation | 2020-07-20 Development of Feature Extractor for Visible Light Iris Recognition Using Deep Learning Tetsuya Honda, Hironobu Takano, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Biometric authentication is superior to other personal authentication methods in terms of securityagainst theft and counterfeiting. Among biometric authentications, iris authentication can perform contactless authentication and has a higher authentication accuracy than other biometric modalities. When an iris image captured by a visible camera is used for authentication, the authentication accuracy may be decreased compared to that of a near-infrared iris image. Thus, it is required that the performance of visible iris authentication method is the same as those of personal authentication methods using the near-infrared iris image. We proposed the feature extractor using the multi-task CNN (Convolutional Neural Network) and compared with the authentication accuracy of the single-task CNN. From the experimental results, the EER (Equal Error Rate) of multi-task CNN was 0.9% lower than that of single-task CNN. The authentication performance was slightly improved by using the feature extractor of multi-task CNN. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | visible right iris authentication / CNN / multi-task |
| Paper # | ISEC2020-16,SITE2020-13,BioX2020-19,HWS2020-9,ICSS2020-3,EMM2020-13 |
| Date of Issue | 2020-07-13 (ISEC, SITE, BioX, HWS, ICSS, EMM) |
| Conference Information | |
| Committee | SITE / ISEC / HWS / EMM / BioX / IPSJ-CSEC / IPSJ-SPT / ICSS |
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| Conference Date | 2020/7/20(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Security, etc. |
| Chair | Masaru Ogawa(Kobe Gakuin Univ.) / Shoichi Hirose(Univ. of Fukui) / Makoto Ikeda(Univ. of Tokyo) / Masaki Kawamura(Yamaguchi Univ.) / Akira Otsuka(AIST) / / / Hiroki Takakura(NII) |
| Vice Chair | Takushi Otani(Kibi International Univ.) / Takeo Tatsumi(Open Univ. of Japan) / Tetsuya Izu(Fujitsu Labs.) / Noboru Kunihiro(Univ. of Tokyo) / Yasuhisa Shimazaki(Renesas Electronics) / Makoto Nagata(Kobe Univ.) / Motoi Iwata(Osaka Prefecture Univ.) / Masaaki Fujiyoshi(Tokyo Metropolitan Univ.) / Takahiro Aoki(Fujitsu Labs.) / Masatsugu Ichino(Univ. of Electro-Comm.) / / / Katsunari Yoshioka(Yokohama National Univ.) / Kazunori Kamiya(NTT) |
| Secretary | Takushi Otani(KDDI Research) / Takeo Tatsumi(Yamaguchi Pref Univ.) / Tetsuya Izu(Tsukuba Univ.) / Noboru Kunihiro(Fujitsu Labs.) / Yasuhisa Shimazaki(Kyushu Univ.) / Makoto Nagata(NTT) / Motoi Iwata(Tokyo Denki Univ.) / Masaaki Fujiyoshi(Kansai Univ.) / Takahiro Aoki(SECOM) / Masatsugu Ichino(KDDI Research) / / / Katsunari Yoshioka(NICT) / Kazunori Kamiya(KDDI labs.) |
| Assistant | Daisuke Suzuki(Hokuriku Univ.) / Hideyuki Fujii(NRI-Secure) / Kazuki Yoneyama(Ibaraki Univ.) / / Madoka Hasegawa(Utsunomiya Univ.) / Maki Yoshida(NICT) / Emiko Sano(MitsubishiElectric) / Akihiro Hayasaka(NEC) / / / Keisuke Kito(Mitsubishi Electric) / Toshihiro Yamauchi(Okayama Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Social Implications of Technology and Information Ethics / Technical Committee on Information Security / Technical Committee on Hardware Security / Technical Committee on Enriched MultiMedia / Technical Committee on Biometrics / Special Interest Group on Computer Security / Special Interest Group on Security Psychology and Trust / Technical Committee on Information and Communication System Security |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Development of Feature Extractor for Visible Light Iris Recognition Using Deep Learning |
| Sub Title (in English) | |
| Keyword(1) | visible right iris authentication |
| Keyword(2) | CNN |
| Keyword(3) | multi-task |
| 1st Author's Name | Tetsuya Honda |
| 1st Author's Affiliation | Toyama Prefectural University(Toyama Pref. Univ.) |
| 2nd Author's Name | Hironobu Takano |
| 2nd Author's Affiliation | Toyama Prefectural University(Toyama Pref. Univ.) |
| Date | 2020-07-20 |
| Paper # | ISEC2020-16,SITE2020-13,BioX2020-19,HWS2020-9,ICSS2020-3,EMM2020-13 |
| Volume (vol) | vol.120 |
| Number (no) | ISEC-112,SITE-113,BioX-114,HWS-115,ICSS-116,EMM-117 |
| Page | pp.pp.15-19(ISEC), pp.15-19(SITE), pp.15-19(BioX), pp.15-19(HWS), pp.15-19(ICSS), pp.15-19(EMM), |
| #Pages | 5 |
| Date of Issue | 2020-07-13 (ISEC, SITE, BioX, HWS, ICSS, EMM) |