Presentation | 2014-03-13 視線情報と画像特徴に基づく画像の選好推定(テーマセッション,パターン認識・メディア理解における組み合わせと統合,文化の振興と教育) Yasunori OZAKI, Yusuke SUGANO, Yoichi SATO, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this work, we report the result of the estimation for user's image preference by computer with gaze information and image features. Previously, other researchers have proposed to extract image features from gaze positions in the field of activity recognition. Unlike the recognition methods, our goal is to extract image features not only from gaze positions, but also from around gaze positions. We propose a estimation method with machine learning and the features extracted from around gaze positions, to achieve the goal. Our experiment shows that the proposed method improves the estimation accuracy. Thus, we address the importance of peripheral vision in preference recognition. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | image preference / eye movements / machine learning |
Paper # | PRMU2013-168 |
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Conference Information | |
Committee | PRMU |
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Conference Date | 2014/3/6(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Paper Information | |
Registration To | Pattern Recognition and Media Understanding (PRMU) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | |
Sub Title (in English) | |
Keyword(1) | image preference |
Keyword(2) | eye movements |
Keyword(3) | machine learning |
1st Author's Name | Yasunori OZAKI |
1st Author's Affiliation | () |
2nd Author's Name | Yusuke SUGANO |
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3rd Author's Name | Yoichi SATO |
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Date | 2014-03-13 |
Paper # | PRMU2013-168 |
Volume (vol) | vol.113 |
Number (no) | 493 |
Page | pp.pp.- |
#Pages | 6 |
Date of Issue |