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Researchers have used machine learning approaches to identify motion sickness in VR experience. These approaches demand an accurately-labeled, real-world, and diverse dataset for high accuracy and generalizability. As a starting point to…

Artificial Intelligence · Computer Science 2023-06-07 Elliott Wen , Chitralekha Gupta , Prasanth Sasikumar , Mark Billinghurst , James Wilmott , Emily Skow , Arindam Dey , Suranga Nanayakkara

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 remains a significant challenge in virtual reality (VR), limiting its usability across various applications. Existing mitigation strategies focus on optimising VR hardware and/or software and enhancing self-motion perception…

Human-Computer Interaction · Computer Science 2025-03-07 Charlotte Croucher , Panagiotis Kourtesis , Georgios Papaioannou

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

Cybersickness is a drawback of virtual reality (VR), which also affects the cognitive and motor skills of the users. The Simulator Sickness Questionnaire (SSQ), and its variant, the Virtual Reality Sickness Questionnaire (VRSQ) are two…

Human-Computer Interaction · Computer Science 2023-01-31 Panagiotis Kourtesis , Josie Linnell , Rayaan Amir , Ferran Argelaguet , Sarah E. MacPherson

This work presents a dataset collected to predict cybersickness in virtual reality environments. The data was collected from navigation tasks in a virtual environment designed to induce cybersickness. The dataset consists of many data…

Human-Computer Interaction · Computer Science 2023-03-27 Yuyang Wang , Ruichen Li , Jean-Rémy Chardonnet , Pan Hui

Cybersickness poses a serious challenge for users of virtual reality (VR) technology. Consequently, there has been significant effort to track its occurrence during VR use with passive measures like brain activity recorded through…

Human-Computer Interaction · Computer Science 2026-03-30 Jacqueline Yau , Katherine J. Mimnaugh , Evan G. Center , Timo Ojala , Steven M. LaValle , Wenzhen Yuan , Nancy Amato , Minje Kim , Kara D. Federmeier

This paper proposes a new objective metric of exceptional motion in VR video contents for VR sickness assessment. In VR environment, VR sickness can be caused by several factors which are mismatched motion, field of view, motion parallax,…

Computer Vision and Pattern Recognition · Computer Science 2018-04-12 Hak Gu Kim , Wissam J. Baddar , Heoun-taek Lim , Hyunwook Jeong , Yong Man Ro

Virtual Reality (VR) can cause an unprecedented immersion and feeling of presence yet a lot of users experience motion sickness when moving through a virtual environment. Rollercoaster rides are popular in Virtual Reality but have to be…

Human-Computer Interaction · Computer Science 2018-11-06 Stefan Hell , Vasileios Argyriou

ECG is an attractive option to assess stress in serious Virtual Reality (VR) applications due to its non-invasive nature. However, the existing Machine Learning (ML) models perform poorly. Moreover, existing studies only perform a binary…

Machine Learning · Computer Science 2021-07-12 Zeeshan Ahmad , Suha Rabbani , Muhammad Rehman Zafar , Syem Ishaque , Sridhar Krishnan , Naimul Khan

Critical VR applications in domains such as healthcare, education, and finance that use traditional credentials, such as PIN, password, or multi-factor authentication, stand the chance of being compromised if a malicious person acquires the…

Computer Vision and Pattern Recognition · Computer Science 2025-02-10 Mingjun Li , Natasha Kholgade Banerjee , Sean Banerjee

Extended exposure to virtual reality environments can induce motion sickness, often referred to as cybersickness, which may lead to physiological stress responses and impaired cognitive performance. This study investigates the aftereffects…

Human-Computer Interaction · Computer Science 2026-02-03 Daniel Zielasko , Ben Rehling , Bernadette von Dawans , Gregor Domes

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

Users of Virtual Reality (VR) systems often experience vection, the perception of self-motion in the absence of any physical movement. While vection helps to improve presence in VR, it often leads to a form of motion sickness called…

Human-Computer Interaction · Computer Science 2017-10-10 Pulkit Budhiraja , Mark Roman Miller , Abhishek K Modi , David Forsyth

Virtual reality head-mounted displays (VR HMDs) have become a popular platform for gaming. However, simulator sickness (SS) is still an impediment to VR's wider adoption, particularly in gaming. It can induce strong discomfort and impair…

Human-Computer Interaction · Computer Science 2022-12-16 Hao Chen , Rongkai Shi , Diego Monteiro , Nilufar Baghaei , Hai-Ning Liang

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

Visual-vestibular conflicts (VVCs) are a primary contributor to visually induced motion sickness (VIMS) in head-mounted displays (HMDs). However, virtual reality (VR) comfort studies often rely on exposing seated or standing users to…

Human-Computer Interaction · Computer Science 2025-08-08 Samuel J. Levulis , Kevin W. Rio , Pablo Ramon Soria , James Wilmott , Charlie S. Burlingham , Phillip Guan

Virtual Reality headsets isolate users from the real-world by restricting their perception to the virtual-world. Video See-Through (VST) headsets address this by utilizing world-facing cameras to create Augmented Reality experiences.…

Previous studies showed that natural walking reduces the susceptibility to VR sickness. However, many users still experience VR sickness when wearing VR headsets that allow free walking in room-scale spaces. This paper studies VR sickness…

Human-Computer Interaction · Computer Science 2023-02-23 Carlos Alfredo Tirado Cortes , Chin-Teng Lin , Tien-Thong Nguyen Do , Hsiang-Ting Chen

The quality of Virtual Reality (VR) apps is vital, particularly the rendering quality of the VR Graphical User Interface (GUI). Different from traditional 2D apps, VR apps create a 3D digital scene for users, by rendering two distinct 2D…

Software Engineering · Computer Science 2024-10-30 Shuqing Li , Cuiyun Gao , Jianping Zhang , Yujia Zhang , Yepang Liu , Jiazhen Gu , Yun Peng , Michael R. Lyu