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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) 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

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 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) 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

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) 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

Motion tracking "telemetry" data lies at the core of nearly all modern virtual reality (VR) and metaverse experiences. While generally presumed innocuous, recent studies have demonstrated that motion data actually has the potential to…

Human-Computer Interaction · Computer Science 2023-06-13 Vivek Nair , Christian Rack , Wenbo Guo , Rui Wang , Shuixian Li , Brandon Huang , Atticus Cull , James F. O'Brien , Marc Latoschik , Louis Rosenberg , Dawn Song

We present a new public dataset with a focus on simulating robotic vision tasks in everyday indoor environments using real imagery. The dataset includes 20,000+ RGB-D images and 50,000+ 2D bounding boxes of object instances densely captured…

Computer Vision and Pattern Recognition · Computer Science 2017-03-07 Phil Ammirato , Patrick Poirson , Eunbyung Park , Jana Kosecka , Alexander C. Berg

Identifying cybersickness in virtual reality (VR) applications such as games in a fast, precise, non-intrusive, and non-disruptive way remains challenging. Several factors can cause cybersickness, and their identification will help find its…

Human-Computer Interaction · Computer Science 2021-08-24 Diego Monteiro , Hai-Ning Liang , Xiaohang Tang , Pourang Irani

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

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

Understanding and recognizing emotions are important and challenging issues in the metaverse era. Understanding, identifying, and predicting fear, which is one of the fundamental human emotions, in virtual reality (VR) environments plays an…

Human-Computer Interaction · Computer Science 2025-05-14 He Zhang , Xinyang Li , Yuanxi Sun , Xinyi Fu , Christine Qiu , John M. Carroll

Virtual Reality (VR) technology has gained substantial traction and has the potential to transform a number of industries, including education, entertainment, and professional sectors. Nevertheless, concerns have arisen about the security…

Cryptography and Security · Computer Science 2026-03-13 Sheikh Samit Muhaimin , Spyridon Mastorakis

Virtual Reality (VR) has rapidly become a mainstream platform for gaming and interactive experiences, yet ensuring the quality, safety, and appropriateness of VR content remains a pressing challenge. Traditional human-based quality…

Machine Learning · Computer Science 2025-11-04 Yurun Wu , Yousong Sun , Burkhard Wunsche , Jia Wang , Elliott Wen

Automatic emotion recognition has become increasingly important with the rise of AI, especially in fields like healthcare, education, and automotive systems. However, there is a lack of multimodal datasets, particularly involving body…

Artificial Intelligence · Computer Science 2025-09-09 Seyed Muhammad Hossein Mousavi , Atiye Ilanloo

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 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

Recent years have seen remarkable advances in visual understanding. However, how to understand a story-based long video with artistic styles, e.g. movie, remains challenging. In this paper, we introduce MovieNet -- a holistic dataset for…

Computer Vision and Pattern Recognition · Computer Science 2020-07-22 Qingqiu Huang , Yu Xiong , Anyi Rao , Jiaze Wang , Dahua Lin
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