Facial expression recognition in virtual reality environments: challenges and opportunities

被引:13
|
作者
Zhang, Zhihui [1 ]
Fort, Josep M. [1 ]
Mateu, Lluis Gimenez [1 ]
机构
[1] Univ Politecn Cataluna, Escola Tecn Super Arquitectura Barcelona, Barcelona, Spain
来源
FRONTIERS IN PSYCHOLOGY | 2023年 / 14卷
关键词
virtual reality (VR); facial emotion recognition; VR devices; Quest Pro; Vision Pro; emotion; EMOTION RECOGNITION;
D O I
10.3389/fpsyg.2023.1280136
中图分类号
B84 [心理学];
学科分类号
04 ; 0402 ;
摘要
This study delved into the realm of facial emotion recognition within virtual reality (VR) environments. Using a novel system with MobileNet V2, a lightweight convolutional neural network, we tested emotion detection on 15 university students. High recognition rates were observed for emotions like "Neutral", "Happiness", "Sadness", and "Surprise". However, the model struggled with 'Anger' and 'Fear', often confusing them with "neutral". These discrepancies might be attributed to overlapping facial indicators, limited training samples, and the precision of the devices used. Nonetheless, our research underscores the viability of using facial emotion recognition technology in VR and recommends model improvements, the adoption of advanced devices, and a more holistic approach to foster the future development of VR emotion recognition.
引用
收藏
页数:8
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