ON THE LINK BETWEEN EMOTION, ATTENTION AND CONTENT IN VIRTUAL IMMERSIVE ENVIRONMENTS

被引:2
|
作者
Guimard, Quentin [1 ]
Robert, Florent [1 ,2 ]
Bauce, Camille [1 ]
Ducreux, Aldric [1 ]
Sassatelli, Lucile [1 ,4 ]
Wu, Hui-Yin [2 ]
Winckler, Marco [1 ,2 ]
Gros, Auriane [3 ]
机构
[1] Univ Cote Azur, CNRS, I3S, Nice, France
[2] Univ Cote Azur, Inria, Nice, France
[3] Univ Cote Azur, CHU Nice, CoBTeK, Nice, France
[4] Inst Univ France, Paris, France
关键词
360 degrees videos; saliency maps; emotions; physiological signals; gaze; REALITY;
D O I
10.1109/ICIP46576.2022.9897903
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
While immersive media have been shown to generate more intense emotions, saliency information has been shown to be a key component for the assessment of their quality, owing to the various portions of the sphere (viewports) a user can attend. In this article, we investigate the tri-partite connection between user attention, user emotion and visual content in immersive environments. To do so, we present a new dataset enabling the analysis of different types of saliency, both low-level and high-level, in connection with the user's state in 360 degrees videos. Head and gaze movements are recorded along with self-reports and continuous physiological measurements of emotions. We then study how the accuracy of saliency estimators in predicting user attention depends on user-reported and physiologically-sensed emotional perceptions. Our results show that high-level saliency better predicts user attention for higher levels of arousal. We discuss how this work serves as a first step to understand and predict user attention and intents in immersive interactive environments.
引用
收藏
页码:2521 / 2525
页数:5
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