| Presentation | 2023-03-01 Person Authentication based on Palm Images Using CNN Kai Ebato, Kouya Tochikubo, Mitsuhiko Meguro, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | While conventional biometric authentication extracts geometric features from images, this paper proposes a personal authentication method that identifies a person’s palm image without extracting geometric features using convolutional neural networks (CNN), which are considered superior for image recognition. In this paper, the batch sizes representing the amount of data partitioning are 32, 64, 128 and 256, and image sizes are 16, 32, 64, 128 and 256 pixels. We evaluate the accuracy of authentication by processing images captured by a smartphone into gray scaled and edge-extracted images, which are then divided into machine learning images and evaluation images. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Biometric Authentication / CNN / Palm Images |
| Paper # | BioX2022-67,CNR2022-33 |
| Date of Issue | 2023-02-22 (BioX, CNR) |
| Conference Information | |
| Committee | CNR / BioX |
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| Conference Date | 2023/3/1(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Masayuki Kanbara(NAIST) / Hitoshi Imaoka(NEC) |
| Vice Chair | Yuri Nishikawa(AIST) / Norihiko Okui(KDDI Research) / Naoyuki Takada(SECOM) |
| Secretary | Yuri Nishikawa(Toshiba) / Norihiko Okui(Nagoya Sangyo Univ.) / Naoyuki Takada(NEC) |
| Assistant | Yuta Hoshi(NHK) / Junji Yamato(Kogakuin Univ.) / Hiroyuki Suzuki(Gunma Univ) / Shinichi Shirakawa(Yokohama National Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Cloud Network Robotics / 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) | Person Authentication based on Palm Images Using CNN |
| Sub Title (in English) | |
| Keyword(1) | Biometric Authentication |
| Keyword(2) | CNN |
| Keyword(3) | Palm Images |
| 1st Author's Name | Kai Ebato |
| 1st Author's Affiliation | Nihon University(Nihon Univ.) |
| 2nd Author's Name | Kouya Tochikubo |
| 2nd Author's Affiliation | Nihon University(Nihon Univ.) |
| 3rd Author's Name | Mitsuhiko Meguro |
| 3rd Author's Affiliation | Nihon University(Nihon Univ.) |
| Date | 2023-03-01 |
| Paper # | BioX2022-67,CNR2022-33 |
| Volume (vol) | vol.122 |
| Number (no) | BioX-394,CNR-395 |
| Page | pp.pp.30-35(BioX), pp.30-35(CNR), |
| #Pages | 6 |
| Date of Issue | 2023-02-22 (BioX, CNR) |