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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

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

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

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

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 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

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

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

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

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

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

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) 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

The rapid advancement of AI-powered smart glasses-one of the hottest wearable devices-has unlocked new frontiers for multimodal interaction, with Visual Question Answering (VQA) over external knowledge sources emerging as a core…

Computer Vision and Pattern Recognition · Computer Science 2026-04-10 Zhuohang Jiang , Xu Yuan , Haohao Qu , Shanru Lin , Kanglong Liu , Wenqi Fan , Qing Li

Due to the increasing usage of machine learning (ML) techniques in security- and safety-critical domains, such as autonomous systems and medical diagnosis, ensuring correct behavior of ML systems, especially for different corner cases, is…

Cryptography and Security · Computer Science 2022-12-21 Kexin Pei , Linjie Zhu , Yinzhi Cao , Junfeng Yang , Carl Vondrick , Suman Jana

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

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

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

State-of-the-art deep learning (DL)-based network intrusion detection systems (NIDSs) offer limited "explainability". For example, how do they make their decisions? Do they suffer from hidden correlations? Prior works have applied…

Cryptography and Security · Computer Science 2025-09-24 Ayush Kumar , Vrizlynn L. L. Thing

In recent years, self-supervised learning (SSL) frameworks have been extensively applied to sensor-based Human Activity Recognition (HAR) in order to learn deep representations without data annotations. While SSL frameworks reach…

Machine Learning · Computer Science 2023-08-01 Bulat Khaertdinov , Stylianos Asteriadis
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