CyberSense: A Closed-Loop Framework to Detect Cybersickness Severity and Adaptively apply Reduction Techniques

被引:21
作者
Islam, Rifatul [1 ]
Ang, Samuel [1 ]
Quarles, John [1 ]
机构
[1] Univ Texas San Antonio, San Antonio, TX 78249 USA
来源
2021 IEEE CONFERENCE ON VIRTUAL REALITY AND 3D USER INTERFACES ABSTRACTS AND WORKSHOPS (VRW 2021) | 2021年
基金
美国国家科学基金会;
关键词
Virtual reality; automated cybersickness detection and reduction; visually induced motion sickness; MOTION SICKNESS; NAVIGATION; SYMPTOMS; SENSE;
D O I
10.1109/VRW52623.2021.00035
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Researchers often collect subjective measurements before, after, and during the immersive experience to measure cybersickness severity. However, collecting data before and after the immersive experience does not provide a sufficiently granular understanding of cybersickness during the immersion. Thus, no preventive measures can be taken during immersion. This research presents CyberSense - an automated framework for cybersickness severity detection during immersion. The framework collects the users' physiological data at user-defined intervals. It uses a pre-trained neural network to detect cybersickness severity on the experience with a root mean square error of 2.61 and adaptively adjusts the cybersickness reduction techniques.
引用
收藏
页码:148 / 155
页数:8
相关论文
共 59 条
[1]  
Ang S, 2020, 2020 IEEE CONFERENCE ON VIRTUAL REALITY AND 3D USER INTERFACES WORKSHOPS (VRW 2020), P460, DOI [10.1109/VRW50115.2020.0-179, 10.1109/VRW50115.2020.00097]
[2]  
[Anonymous], IEEE T VISUALIZATION
[3]   Postural stability predicts the likelihood of cybersickness in active HMD-based virtual reality [J].
Arcioni, Benjamin ;
Palmisano, Stephen ;
Apthorp, Deborah ;
Kim, Juno .
DISPLAYS, 2019, 58 :3-11
[4]  
Assila Ahlem, 2020, Virtual, Augmented and Mixed Reality. Design and Interaction. 12th International Conference, VAMR 2020 Held as Part of the 22nd HCI International Conference, HCII 2020. Proceedings. Lecture Notes in Computer Science (LNCS 12190), P381, DOI 10.1007/978-3-030-49695-1_25
[5]   Toward Emotionally Adaptive Virtual Reality for Mental Health Applications [J].
Bermudez i Badia, Sergi ;
Quintero, Luis Velez ;
Cameirao, Monica S. ;
Chirico, Alice ;
Triberti, Stefano ;
Cipresso, Pietro ;
Gaggioli, Andrea .
IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2019, 23 (05) :1877-1887
[6]  
Bouchard S, 2007, ANN REV CYBERTHERAPY, V5, P128
[7]   The factor structure of cybersickness [J].
Bruck, Susan ;
Watters, Paul A. .
DISPLAYS, 2011, 32 (04) :153-158
[8]  
Budhiraja Pulkit., 2017, Rotation Blurring: Use of Artificial Blurring to Reduce Cybersickness in Virtual Reality First Person Shooters
[9]   Features of the Postural Sway Signal as Indicators to Estimate and Predict Visually Induced Motion Sickness in Virtual Reality [J].
Chardonnet, Jean-Remy ;
Mirzaei, Mohammad Ali ;
Merienne, Frederic .
INTERNATIONAL JOURNAL OF HUMAN-COMPUTER INTERACTION, 2017, 33 (10) :771-785
[10]   Steering Versus Teleport Locomotion for Head Mounted Displays [J].
Christou, Chris G. ;
Aristidou, Poppy .
AUGMENTED REALITY, VIRTUAL REALITY, AND COMPUTER GRAPHICS, AVR 2017, PT II, 2017, 10325 :431-446