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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

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

Every human with a functioning vestibular system is capable of feeling motion sickness, but some are more vulnerable than others. Based on the leading theories explaining this condition, vulnerability should be predicted by a person's years…

Human-Computer Interaction · Computer Science 2024-12-20 Michael Abia

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

Using virtual reality (VR) head-mounted displays (HMDs) can induce VR sickness. VR sickness can cause strong discomfort, decrease users' presence and enjoyment, especially in games, shorten the duration of the VR experience, and can even…

Human-Computer Interaction · Computer Science 2021-03-10 Rongkai Shi , Hai-Ning Liang , Yu Wu , Difeng Yu , Wenge Xu

There are over a hundred virtual reality (VR) locomotion techniques that exist today, with new ones being designed as VR technology evolves. The different ways of controlling locomotion techniques (e.g., gestures, button inputs, body…

Human-Computer Interaction · Computer Science 2025-10-08 Rachel L. Franz , Jacob O. Wobbrock

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

We address the black-box issue of VR sickness assessment (VRSA) by evaluating the level of physical symptoms of VR sickness. For the VR contents inducing the similar VR sickness level, the physical symptoms can vary depending on the…

Computer Vision and Pattern Recognition · Computer Science 2021-04-15 Hak Gu Kim , Sangmin Lee , Seongyeop Kim , Heoun-taek Lim , Yong Man Ro

Driving simulators are increasingly used in research and development. However, simulators often cause motion sickness due to downscaled motion and unscaled veridical visuals. In this paper, a motion cueing algorithm is proposed that reduces…

Robotics · Computer Science 2025-10-29 Varun Kotian , Riender Happee , Barys Shyrokau

Avoiding collisions with vulnerable road users (VRUs) using sensor-based early recognition of critical situations is one of the manifold opportunities provided by the current development in the field of intelligent vehicles. As especially…

Computer Vision and Pattern Recognition · Computer Science 2018-03-12 Michael Goldhammer , Sebastian Köhler , Stefan Zernetsch , Konrad Doll , Bernhard Sick , Klaus Dietmayer

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

Virtual Reality (VR) technology has been proliferating in the last decade, especially in the last few years. However, Simulator Sickness (SS) still represents a significant problem for its wider adoption. Currently, the most common way to…

Human-Computer Interaction · Computer Science 2020-10-14 Jialin Wang , Hai-Ning Liang , Diego Monteiro , Wenge Xu , Hao Chen , Qiwen Chen

This research proposes and evaluates scoring and assessment methods for Virtual Reality (VR) training simulators. VR simulators capture detailed n-dimensional human motion data which is useful for performance analysis. Custom made medical…

Signal Processing · Electrical Eng. & Systems 2020-06-23 Neil Vaughan , Bogdan Gabrys

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

Virtual reality (VR) is not a new technology but has been in development for decades, driven by advances in computer technology. Currently, VR technology is increasingly being used in applications to enable immersive, yet controlled…

Human-Computer Interaction · Computer Science 2022-11-24 Hong Gao

In this paper, we analyze how different path aspects affect a user's experience, mainly VR sickness and overall comfort, while immersed in an autonomously moving telepresence robot through a virtual reality headset. In particular, we focus…

Human-Computer Interaction · Computer Science 2021-12-06 Markku Suomalainen , Katherine J. Mimnaugh , Israel Becerra , Eliezer Lozano , Rafael Murrieta-Cid , Steven M. LaValle

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

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

With the advancements in automated driving, there is concern that motion sickness will increase as non-driving-related tasks increase. Therefore, techniques to reduce motion sickness have drawn much attention. Research studies have…

Human-Computer Interaction · Computer Science 2024-06-25 Yujiro Tamura , Takahiro Wada , Hailong Liu

Road roughness is a very important road condition for the infrastructure, as the roughness affects both the safety and ride comfort of passengers. The roads deteriorate over time which means the road roughness must be continuously monitored…

Machine Learning · Computer Science 2021-07-05 Milena Bajic , Shahrzad M. Pour , Asmus Skar , Matteo Pettinari , Eyal Levenberg , Tommy Sonne Alstrøm
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