| Paper Abstract and Keywords |
| Presentation |
Abstraction of brain emotional activity using convolutional neural network
Kazuki Sakuma, Junya Morita (Shizuoka Univ.), Taiki Nomura, Takatsugu Hirayama, Yuu Enokibori, Kenji Mase (Nagoya Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Recently, research using deep learning has been conducted in various fields. Along with that, research on network visualization methods learned by deep learning has been actively conducted. On the other hand, relation between subjective state and electroencephalogram (EEG) has been clarified in psychophysiological field. In this research, we apply the visualization method developed in the image field to the analysis of EEG. Using this method, we examine whether we can abstract physiologically reasonable structure of brain activity from network visualized image. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
EEG / DNN / CNN / Subjective State Recognition / Guided Grad-CAM / / / |
| Reference Info. |
IEICE Tech. Rep. |
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| Download PDF |
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| Conference Information |
| Committee |
HCGSYMPO |
| Conference Date |
2018-12-12 - 2018-12-14 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Sinfonia Technology Hibiki Hall Ise |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Human Communication, etc. |
| Paper Information |
| Registration To |
HCGSYMPO |
| Conference Code |
2018-12-HCGSYMPO |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Abstraction of brain emotional activity using convolutional neural network |
| Sub Title (in English) |
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| Keyword(1) |
EEG |
| Keyword(2) |
DNN |
| Keyword(3) |
CNN |
| Keyword(4) |
Subjective State Recognition |
| Keyword(5) |
Guided Grad-CAM |
| Keyword(6) |
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| Keyword(7) |
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| 1st Author's Name |
Kazuki Sakuma |
| 1st Author's Affiliation |
Shizuoka University (Shizuoka Univ.) |
| 2nd Author's Name |
Junya Morita |
| 2nd Author's Affiliation |
Shizuoka University (Shizuoka Univ.) |
| 3rd Author's Name |
Taiki Nomura |
| 3rd Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 4th Author's Name |
Takatsugu Hirayama |
| 4th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 5th Author's Name |
Yuu Enokibori |
| 5th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
| 6th Author's Name |
Kenji Mase |
| 6th Author's Affiliation |
Nagoya University (Nagoya Univ.) |
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minutes |
| Registration for |
HCGSYMPO |
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