| Presentation | 2020-05-15 Facial Expression Recognition by a Neural Network Inspired from Processing between the Visual Cortex and Amygdala Daiki Yoshihara, Toshikazu Samura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Facial expressions are important to communication. The visual cortex and amygdala are involved in the recognition of facial expression in the brain. In this study, we proposed a network that is inspired from the information processing between the brain regions by combining a convolutional neural network (CNN) and a self-organizing map (SOM). We show that the proposed network improves the discrimination performance on a facial expression classification task where face images are classified into 6 basic and neutral emotions. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Convolutional Neural Network / Self-organizing Map / Facial Expression Recognition / Visual Cortex / Amygdala |
| Paper # | NLP2020-2 |
| Date of Issue | 2020-05-08 (NLP) |
| Conference Information | |
| Committee | NLP |
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| Conference Date | 2020/5/15(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Yamaguchi University (Tokiwa campus) |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hiroaki Kurokawa(Tokyo Univ. of Tech.) |
| Vice Chair | Kiyohisa Natsume(Kyushu Inst. of Tech.) |
| Secretary | Kiyohisa Natsume(Nippon Inst. of Tech.) |
| Assistant | Yutaka Shimada(Saitama Univ.) / Toshikaza Samura(Yamaguchi Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Facial Expression Recognition by a Neural Network Inspired from Processing between the Visual Cortex and Amygdala |
| Sub Title (in English) | |
| Keyword(1) | Convolutional Neural Network |
| Keyword(2) | Self-organizing Map |
| Keyword(3) | Facial Expression Recognition |
| Keyword(4) | Visual Cortex |
| Keyword(5) | Amygdala |
| 1st Author's Name | Daiki Yoshihara |
| 1st Author's Affiliation | Yamaguchi University(Yamaguchi Univ.) |
| 2nd Author's Name | Toshikazu Samura |
| 2nd Author's Affiliation | Yamaguchi University(Yamaguchi Univ.) |
| Date | 2020-05-15 |
| Paper # | NLP2020-2 |
| Volume (vol) | vol.120 |
| Number (no) | NLP-26 |
| Page | pp.pp.7-10(NLP), |
| #Pages | 4 |
| Date of Issue | 2020-05-08 (NLP) |