Study of Cybersickness Prediction in Real Time Using Eye Tracking Data

被引:5
作者
Shimada, Shogo [1 ]
Ikei, Yasushi [2 ]
Nishiuchi, Nobuyuki [1 ]
Yem, Vibol [1 ]
机构
[1] Tokyo Metropolitan Univ, Hachioji, Tokyo, Japan
[2] Univ Tokyo, Tokyo, Japan
来源
2023 IEEE CONFERENCE ON VIRTUAL REALITY AND 3D USER INTERFACES ABSTRACTS AND WORKSHOPS, VRW | 2023年
关键词
Cybersickness; VR sickness; real-time prediction; eye tracking; machine learning; virtual environments;
D O I
10.1109/VRW58643.2023.00278
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Cybersickness seriously degrades users' experiences of virtual reality (VR). The level of cybersickness is commonly gauged through a simulator sickness questionnaire (SSQ) administered after the experience. However, for observing the user's health and evaluating the VR content/device, measuring the level of cybersickness in real time is essential. In this study, we examined the relationship between eye tracking data and sickness level, then predicted the sickness level using machine learning methods. Some characteristics of eye related indices significantly differed between the sickness and non-sickness groups. The machine learning methods predicted cybersickness in real time with an accuracy of approximately 70%.
引用
收藏
页码:871 / 872
页数:2
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