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Cybersickness is a common ailment associated with virtual reality (VR) user experiences. Several automated methods exist based on machine learning (ML) and deep learning (DL) to detect cybersickness. However, most of these cybersickness…

Human-Computer Interaction · Computer Science 2023-02-08 Ripan Kumar Kundu , Rifatul Islam , John Quarles , Khaza Anuarul Hoque

Despite the widespread adoption of Virtual Reality (VR) technology, cybersickness remains a barrier for some users. This research investigates head movement patterns as a novel physiological marker for cybersickness detection. Unlike…

Machine Learning · Computer Science 2024-02-28 Masoud Salehi , Nikoo Javadpour , Brietta Beisner , Mohammadamin Sanaei , Stephen B. Gilbert

Cybersickness remains a major obstacle to the widespread adoption of immersive virtual reality (VR), particularly in consumer-grade environments. While prior methods rely on invasive signals such as electroencephalography (EEG) for high…

Computer Vision and Pattern Recognition · Computer Science 2025-08-19 Yitong Zhu , Zhuowen Liang , Yiming Wu , Tangyao Li , Yuyang Wang

Virtual Reality (VR) sickness commonly known as cybersickness is one of the major problems for the comfortable use of VR systems. Researchers have proposed different approaches for predicting cybersickness from bio-physiological data (e.g.,…

Human-Computer Interaction · Computer Science 2021-08-17 Rifatul Islam , Kevin Desai , John Quarles

A plethora of recent research has proposed several automated methods based on machine learning (ML) and deep learning (DL) to detect cybersickness in Virtual reality (VR). However, these detection methods are perceived as computationally…

Machine Learning · Computer Science 2023-02-07 Ripan Kumar Kundu , Osama Yahia Elsaid , Prasad Calyam , Khaza Anuarul Hoque

With the rapid advancement of virtual reality (VR) technology, its adoption across domains such as healthcare, education, and entertainment has grown significantly. However, the persistent issue of cybersickness, marked by symptoms…

Computer Vision and Pattern Recognition · Computer Science 2025-10-14 Jyotirmay Nag Setu , Kevin Desai , John Quarles

Virtual reality (VR) presents immersive opportunities across many applications, yet the inherent risk of developing cybersickness during interaction can severely reduce enjoyment and platform adoption. Cybersickness is marked by symptoms…

Human-Computer Interaction · Computer Science 2025-06-24 Berken Utku Demirel , Adnan Harun Dogan , Juliete Rossie , Max Moebus , Christian Holz

The synergy between virtual reality (VR) and artificial intelligence (AI), specifically deep learning (DL)-based cybersickness detection models, has ushered in unprecedented advancements in immersive experiences by automatically detecting…

Cryptography and Security · Computer Science 2025-03-18 Ripan Kumar Kundu , Matthew Denton , Genova Mongalo , Prasad Calyam , Khaza Anuarul Hoque

Cybersickness is an unpleasant side effect of exposure to a virtual reality (VR) experience and refers to such physiological repercussions as nausea and dizziness triggered in response to VR exposure. Given the debilitating effect of…

Human-Computer Interaction · Computer Science 2020-12-03 Caglar Yildirim

Cybersickness can be characterized by nausea, vertigo, headache, eye strain, and other discomforts when using virtual reality (VR) systems. The previously reported machine learning (ML) and deep learning (DL) algorithms for detecting…

Human-Computer Interaction · Computer Science 2022-09-13 Ripan Kumar Kundu , Rifatul Islam , Prasad Calyam , Khaza Anuarul Hoque

Investigating cybersickness (CS) in virtual reality (VR) often requires significant resources to create the VR environment and manage other experiment-related aspects. Additionally, slight differences in VR content across studies can lead…

Human-Computer Interaction · Computer Science 2025-04-04 Nana Tian , Elif Kurtay , Dylan Vairoli , Adriano Viegas Milani , Ronan Boulic

Virtual reality (VR) is an imminent trend in games, education, entertainment, military, and health applications, as the use of head-mounted displays is becoming accessible to the mass market. Virtual reality provides immersive experiences…

Human-Computer Interaction · Computer Science 2020-06-30 Thiago Porcino , Esteban Clua , Daniela Trevisan , Érick Rodrigues , Alexandre Silva

Virtual Reality (VR) is quickly establishing itself in various industries, including training, education, medicine, and entertainment, in which users are frequently required to carry out multiple complex cognitive and physical activities.…

Human-Computer Interaction · Computer Science 2024-09-12 Jyotirmay Nag Setu , Joshua M Le , Ripan Kumar Kundu , Barry Giesbrecht , Tobias Höllerer , Khaza Anuarul Hoque , Kevin Desai , John Quarles

This paper presents a novel adaptive Virtual Reality (VR) system that aims to mitigate cybersickness in immersive environments through dynamic, real-time adjustments. The system predicts cybersickness levels in real-time using a machine…

Human-Computer Interaction · Computer Science 2025-02-06 Ananth N. Ramaseri-Chandra , Hassan Reza

Head-mounted displays (HMDs) are popular immersive tools in general, not limited to entertainment but also for education, military, and serious games for health. While these displays have strong popularity, they still have user experience…

Human-Computer Interaction · Computer Science 2022-07-15 Thiago Porcino , Derek Reilly , Esteban Clua , Daniela Trevisan

Deep learning (DL)-based automated cybersickness detection methods, along with adaptive mitigation techniques, can enhance user comfort and interaction. However, recent studies show that these DL-based systems are susceptible to adversarial…

Cryptography and Security · Computer Science 2025-12-22 Istiak Ahmed , Ripan Kumar Kundu , Khaza Anuarul Hoque

Cybersickness is a serious usability problem in virtual reality. Postural (or balance) instability theory has emerged as one of the major hypotheses for the cause of cybersickness. In this paper, we conducted a two-week-long experiment to…

Human-Computer Interaction · Computer Science 2024-04-16 Seonghoon Kang , Yechan Yang , Gerard Jounghyun Kim , Hanseob Kim

We are experiencing an upcoming trend of using head mounted display systems in games and serious games, which is likely to become an established practice in the near future. While these systems provide highly immersive experiences, many…

Human-Computer Interaction · Computer Science 2016-11-22 Thiago M. Porcino , Esteban W. Clua , Cristina N. Vasconcelos , Daniela Trevisan , Luis Valente

Despite the technological advancements in Virtual Reality (VR), users are constantly combating feelings of nausea and disorientation, the so called cybersickness. Cybersickness symptoms cause severe discomfort and hinder the immersive VR…

Human-Computer Interaction · Computer Science 2021-11-18 Iqra Arshad , Paulo De Mello , Martin Ender , Jason D. McEwen , Elisa R. Ferré

With developments in computer graphics, hardware technology, perception engineering, and human-computer interaction, virtual reality and virtual environments are becoming more integrated into our daily lives. Head-mounted displays, however,…

Human-Computer Interaction · Computer Science 2022-03-30 Efe Bozkir
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