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Using image features and eye tracking device to predict human emotions towards abstract images

Author(s)
Pasupa, Kitsuchart
Chatkamjuncharoen, Panawee
Wuttilertdeshar, Chotiros
Sugimoto, Masanori
Date Issued
January 1, 2016
Type
Conference Paper
DOI
10.1007/978-3-319-29451-3_34
Abstract
Nowadays, emotional semantic image retrieval system enables users to access images that they want in a database according to emotional concept. This leads to affective image classification task which recently attracts researchers’ attention. However, different users may experience different emotions depending on where, in the image, they are gazing on. This paper presents an improved prediction method by taking into account the users eye movement as implicit feedback while they are looking at the image. Our experimental results show that using both eye movement information and image feature together to determine users emotion gave more accurate predictions than using image feature alone.
Citation
Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics, 9431, 419-430, 2016
Subjects

Emotion

Eye movements

Image retrieval

Implicit feedback

Metrics
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