| Paper Abstract and Keywords |
| Presentation |
2019-12-12 17:00
Crosslingual Emotion Recognition using English and Japanese Speech Data
Yuta Nirasawa, Atom Scotto, Ryota Sakuma, Yuki Hujita, Keiich Zempo (Tsukuba Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Since reasearch in Speech Emotion Recognition(SER) is performed with mostly English data, applying these models to Japanese SER is difficult. Therefore, in this paper, we create new Japanese data set(XperDES) labelled with 8 emotions of “neutral, gentle, happy, sad, angry, horrible, disgust, and surprise”. We show a convectional neural network trained with XperDES is superior to a model using an existing English SER data set(RAVDESS). Moreover, we also find a further improvement in accuracy (+ 4.2%) leveraging both RAVDESS and XperDES. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Emotional Estimation by Voice / Japanese Speech Data / Convolutional Neural Networks / / / / / |
| Reference Info. |
IEICE Tech. Rep. |
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| Conference Information |
| Committee |
HCGSYMPO |
| Conference Date |
2019-12-11 - 2019-12-13 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hiroshima-ken Joho Plaza (Hiroshima) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
HCG Symposium 2019 |
| Paper Information |
| Registration To |
HCGSYMPO |
| Conference Code |
2019-12-HCGSYMPO |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Crosslingual Emotion Recognition using English and Japanese Speech Data |
| Sub Title (in English) |
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| Keyword(1) |
Emotional Estimation by Voice |
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Japanese Speech Data |
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Convolutional Neural Networks |
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| 1st Author's Name |
Yuta Nirasawa |
| 1st Author's Affiliation |
University of Tsukuba (Tsukuba Univ.) |
| 2nd Author's Name |
Atom Scotto |
| 2nd Author's Affiliation |
University of Tsukuba (Tsukuba Univ.) |
| 3rd Author's Name |
Ryota Sakuma |
| 3rd Author's Affiliation |
University of Tsukuba (Tsukuba Univ.) |
| 4th Author's Name |
Yuki Hujita |
| 4th Author's Affiliation |
University of Tsukuba (Tsukuba Univ.) |
| 5th Author's Name |
Keiich Zempo |
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University of Tsukuba (Tsukuba Univ.) |
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Author-1 |
| Date Time |
2019-12-12 17:00:00 |
| Presentation Time |
75 minutes |
| Registration for |
HCGSYMPO |
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