| Presentation | 2019-07-19 A Note on Eye Gaze Based User-specific Interest Estimation for Images Masanao Matsumoto, Naoki Saito, Takahiro Ogawa, Miki Haseyama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper presents an estimation method of user-specific interests for images. The proposed method computes projections which maximize correlation between “eye gaze data which are collected while watching images” and “visual and text features” by utilizing Canonical Correlation Analysis (CCA). Since eye gaze data reflect user's interests, new visual and text features reflecting user's interests can be calculated by using the obtained projections. The proposed method estimates user-specific interests via Extreme Learning Machine (ELM) by using these features, respectively. Futhermore, by integrating the estimation results based on their corresponding confidences factors, more accurate estimation of user-specific interests becomes feasible. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | image-sharing service / eye gaze data / canonical correlation analysis / decision level fusion |
| Paper # | IMQ2019-4,HIP2019-32 |
| Date of Issue | 2019-07-12 (IMQ, HIP) |
| Conference Information | |
| Committee | IMQ / HIP |
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| Conference Date | 2019/7/19(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Satellite Campus, Sapporo City University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Image Media Quality and Human Information Processing |
| Chair | Toshiya Nakaguchi(Chiba Univ.) / Miyuki Kamachi(Kogakuin Univ.) |
| Vice Chair | Mitsuru Maeda(Canon) / Kenya Uomori(Osaka Univ.) / Shuichi Sakamoto(Tohoku Univ.) / Yuji Wada(Ritsumeikan Univ.) |
| Secretary | Mitsuru Maeda(Shizuoka Univ.) / Kenya Uomori(Sony Semiconductor Solutions) / Shuichi Sakamoto(NICT) / Yuji Wada(NTT) |
| Assistant | Hiroaki Kudo(Nagoya Univ.) / Masaru Tsuchida(NTT) / Keita Hirai(Chiba Univ.) / Atsushi Wada(NICT) / Hidetoshi Kanaya(Ritsumeikan Univ.) / Yuki Yamada(Kyushu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Image Media Quality / 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) | A Note on Eye Gaze Based User-specific Interest Estimation for Images |
| Sub Title (in English) | Performance Improvement Based on Decision Level Fusion |
| Keyword(1) | image-sharing service |
| Keyword(2) | eye gaze data |
| Keyword(3) | canonical correlation analysis |
| Keyword(4) | decision level fusion |
| 1st Author's Name | Masanao Matsumoto |
| 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 | Miki Haseyama |
| 4th Author's Affiliation | Hokkaido University(Hokkaido Univ) |
| Date | 2019-07-19 |
| Paper # | IMQ2019-4,HIP2019-32 |
| Volume (vol) | vol.119 |
| Number (no) | IMQ-131,HIP-132 |
| Page | pp.pp.17-20(IMQ), pp.17-20(HIP), |
| #Pages | 4 |
| Date of Issue | 2019-07-12 (IMQ, HIP) |