| Paper Abstract and Keywords |
| Presentation |
2019-02-20 13:45
A Note on Eye Gaze-based Estimation of Emotion Evoked by Watching Images
-- Performance Improvement via Feature Transformation Based on KDLPCCA --
Taiga Matsui, Naoki Saito, Takahiro Ogawa (Hokkaido Univ.), Satoshi Asamizu (NIT, Kushiro College), Miki Haseyama (Hokkaido Univ.) |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper presents an estimation method for emotion evoked by watching images focused on non-linear correlations of between gaze and visual features. The proposed method estimates the emotion using novel visual features obtained from original visual features projected to space that is maximized correlations of between gaze and visual features by Kernel Discriminative Locality Preserving Canonical Correlation Analysis (KDLPCCA). In the proposed method, the realization of accurate emotion estimation can be expected, since KDLPCCA performs the calculation of the novel visual features considering non-linear correlation, class information, and locality. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
emotion estimation / gaze data / Kernel Discriminative Locality Preserving Canonical Correlation Analysis / / / / / |
| Reference Info. |
IEICE Tech. Rep. |
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| Conference Information |
| Committee |
ITS IE ITE-MMS ITE-HI ITE-ME ITE-AIT |
| Conference Date |
2019-02-19 - 2019-02-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Hokkaido Univ. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Image Processing, etc. |
| Paper Information |
| Registration To |
ITE-ME |
| Conference Code |
2019-02-ME-IE-ITS-MMS-HI-AIT |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Note on Eye Gaze-based Estimation of Emotion Evoked by Watching Images |
| Sub Title (in English) |
Performance Improvement via Feature Transformation Based on KDLPCCA |
| Keyword(1) |
emotion estimation |
| Keyword(2) |
gaze data |
| Keyword(3) |
Kernel Discriminative Locality Preserving Canonical Correlation Analysis |
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| 1st Author's Name |
Taiga Matsui |
| 1st Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 2nd Author's Name |
Naoki Saito |
| 2nd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 3rd Author's Name |
Takahiro Ogawa |
| 3rd Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
| 4th Author's Name |
Satoshi Asamizu |
| 4th Author's Affiliation |
National Institute of Technology, Kushiro College (NIT, Kushiro College) |
| 5th Author's Name |
Miki Haseyama |
| 5th Author's Affiliation |
Hokkaido University (Hokkaido Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2019-02-20 13:45:00 |
| Presentation Time |
15 minutes |
| Registration for |
ITE-ME |
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| Volume (vol) |
vol.118 |
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