| Presentation | 2020-12-22 Gender Estimation Method from Handwritten Characters Based on Deep Neural Network Koting Wu, Sho Takizawa, Qiu Chen, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Humans can infer the gender of the writer from handwritten characters to a certain extent. In this paper, we propose a method for estimating the gender of a writer from Japanese handwritten characters using a deep neural network. We investigate various convolutional neural network architectures as a deep neural network, and the experimental results show that for the same two Japanese characters, the maximum gender estimation accuracy of 92% is obtained for handwritten characters when using VGG-16 network model. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep neural network / Handwritten characters / Gender identification / Gender estimation |
| Paper # | HIP2020-56 |
| Date of Issue | 2020-12-15 (HIP) |
| Conference Information | |
| Committee | HIP |
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| Conference Date | 2020/12/22(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shuichi Sakamoto(Tohoku Univ.) |
| Vice Chair | Yuji Wada(Ritsumeikan Univ.) / Sachiko Kiyokawa(Nagoya Univ.) |
| Secretary | Yuji Wada(NICT) / Sachiko Kiyokawa(NTT) |
| Assistant | Hidetoshi Kanaya(Ritsumeikan Univ.) / Yuki Yamada(Kyushu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Human Information Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Gender Estimation Method from Handwritten Characters Based on Deep Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Deep neural network |
| Keyword(2) | Handwritten characters |
| Keyword(3) | Gender identification |
| Keyword(4) | Gender estimation |
| 1st Author's Name | Koting Wu |
| 1st Author's Affiliation | Kogakuin University(Kogakuin Univ.) |
| 2nd Author's Name | Sho Takizawa |
| 2nd Author's Affiliation | Kogakuin University(Kogakuin Univ.) |
| 3rd Author's Name | Qiu Chen |
| 3rd Author's Affiliation | Kogakuin University(Kogakuin Univ.) |
| Date | 2020-12-22 |
| Paper # | HIP2020-56 |
| Volume (vol) | vol.120 |
| Number (no) | HIP-306 |
| Page | pp.pp.15-19(HIP), |
| #Pages | 5 |
| Date of Issue | 2020-12-15 (HIP) |