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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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
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
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)