| Presentation | 2020-11-25 Gait Based Gender Classification via Siamese Network Yi-Cheng Yang, Daigo Muramatsu, Yasushi Yagi, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | An approach for gender classification from a walking image sequence is constructing CNN-based model that uses a gait energy image for input. We focus on Siamese network, and implement CNN-based gender classification model using Siamese network. In this paper, we report the evaluation results of the implemented model. For the evaluation, we also report classification accuracy of each age group. Moreover, we evaluate human ability of gender classification from a gait feature. We compare accuracy of human-based and CNN-based gender classification. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Gait / Gender classification / CNN / Siamese network |
| Paper # | BioX2020-36 |
| Date of Issue | 2020-11-18 (BioX) |
| Conference Information | |
| Committee | BioX |
|---|---|
| Conference Date | 2020/11/25(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Akira Otsuka(AIST) |
| Vice Chair | Takahiro Aoki(Fujitsu Labs.) / Masatsugu Ichino(Univ. of Electro-Comm.) |
| Secretary | Takahiro Aoki(SECOM) / Masatsugu Ichino(KDDI Research) |
| Assistant | Emiko Sano(MitsubishiElectric) / Akihiro Hayasaka(NEC) |
| Paper Information | |
| Registration To | Technical Committee on Biometrics |
|---|---|
| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Gait Based Gender Classification via Siamese Network |
| Sub Title (in English) | |
| Keyword(1) | Gait |
| Keyword(2) | Gender classification |
| Keyword(3) | CNN |
| Keyword(4) | Siamese network |
| 1st Author's Name | Yi-Cheng Yang |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Daigo Muramatsu |
| 2nd Author's Affiliation | Seikei University(Seikei Univ.) |
| 3rd Author's Name | Yasushi Yagi |
| 3rd Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2020-11-25 |
| Paper # | BioX2020-36 |
| Volume (vol) | vol.120 |
| Number (no) | BioX-247 |
| Page | pp.pp.7-10(BioX), |
| #Pages | 4 |
| Date of Issue | 2020-11-18 (BioX) |