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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

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

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

The occurrence of cybersickness in virtual reality (VR) significantly impairs users' perception and sense of immersion. Therefore, timely detection of cybersickness and the application of appropriate intervention strategies are crucial for…

Human-Computer Interaction · Computer Science 2026-04-21 Yijun Wang , Mihai Bâce , Maria Torres Vega

Today's virtual reality (VR) systems provide immersive interactions that seamlessly connect users with online services and one another. However, these immersive interfaces also introduce new vulnerabilities, making it easier for users to…

Cryptography and Security · Computer Science 2024-09-11 Zhuolin Yang , Cathy Yuanchen Li , Arman Bhalla , Ben Y. Zhao , Haitao Zheng

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

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

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

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

The convergence of artificial AI and XR technologies (AI XR) promises innovative applications across many domains. However, the sensitive nature of data (e.g., eye-tracking) used in these systems raises significant privacy concerns, as…

Cryptography and Security · Computer Science 2025-12-19 Ripan Kumar Kundu , Istiak Ahmed , Khaza Anuarul Hoque

Virtual Reality (VR) techniques, serving as the bridge between the real and virtual worlds, have boomed and are widely used in manufacturing, remote healthcare, gaming, etc. Specifically, VR systems offer users immersive experiences that…

Cryptography and Security · Computer Science 2026-05-26 Yancheng Jiang , Yan Jiang , Ruochen Zhou , Yi-Chao Chen , Xiaoyu Ji , Wenyuan Xu

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

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

Various industries have widely adopted Virtual Reality (VR) and Augmented Reality (AR) technologies to enhance productivity and user experiences. However, their integration introduces significant security challenges. This systematic…

Cryptography and Security · Computer Science 2024-07-24 Sarina Dastgerdy

Virtual reality and related technologies such as mixed and augmented reality have received extensive coverage in both mainstream and fringe media outlets. When the subject goes to a new AR headset, another AR device, or AR glasses, the talk…

Cryptography and Security · Computer Science 2024-04-29 Sameer Chauhan , Luv Sachdeva

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

Industry 5.0, which focuses on human and Artificial Intelligence (AI) collaboration for performing different tasks in manufacturing, involves a higher number of robots, Internet of Things (IoTs) devices and interconnections,…

Cryptography and Security · Computer Science 2024-08-08 Naseem Khan , Kashif Ahmad , Aref Al Tamimi , Mohammed M. Alani , Amine Bermak , Issa Khalil

This survey presents a comprehensive review of current literature on Explainable Artificial Intelligence (XAI) methods for cyber security applications. Due to the rapid development of Internet-connected systems and Artificial Intelligence…

Cryptography and Security · Computer Science 2022-09-07 Zhibo Zhang , Hussam Al Hamadi , Ernesto Damiani , Chan Yeob Yeun , Fatma Taher

Password-based authentication is one of the most commonly used methods for verifying user identities, and its widespread usage continues in virtual reality (VR) applications. As a result, various forms of attacks on password-based…

Cryptography and Security · Computer Science 2026-04-24 Yijun Yuan , Na Du , Adam J. Lee , Balaji Palanisamy

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
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