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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) 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

With the rapid progress in virtual reality (VR) technology, the scope of VR applications has greatly expanded across various domains. However, the superiority of VR training over traditional methods and its impact on learning efficacy are…

Human-Computer Interaction · Computer Science 2023-12-19 Weichao Lin , Liang Chen , Wei Xiong , Kang Ran , Anlan Fan

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

Virtual Reality (VR) is rapidly increasing in popularity as a teaching tool. It allows for the creation of a highly immersive, three-dimensional virtual environment intended to simulate real-life environments. With more robots saturating…

Virtual reality (VR) has emerged as a powerful tool for evaluating school security measures in high-risk scenarios such as school shootings, offering experimental control and high behavioral fidelity. However, assessing new interventions in…

Artificial Intelligence · Computer Science 2026-03-20 Christopher A. McClurg , Alan R. Wagner

Multidimensional time series are sequences of real valued vectors. They occur in different areas, for example handwritten characters, GPS tracking, and gestures of modern virtual reality motion controllers. Within these areas, a common task…

Machine Learning · Computer Science 2018-04-20 Jörg P. Bachmann , Johann-Christoph Freytag

The development of Generalist Virtual Agents (GVAs) has shown significant promise in autonomous task execution. However, current training paradigms face critical limitations, including reliance on outcome supervision and labor-intensive…

Computer Vision and Pattern Recognition · Computer Science 2025-06-24 Bingchen Miao , Yang Wu , Minghe Gao , Qifan Yu , Wendong Bu , Wenqiao Zhang , Yunfei Li , Siliang Tang , Tat-Seng Chua , Juncheng Li

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

To fill the lack of research efforts in virtual assembly of modules and training, this paper presents a virtual manipulation of building objects in an Immersive Virtual Environment (IVE). A worker wearing a Virtual Reality (VR) head-mounted…

Computers and Society · Computer Science 2019-02-15 Mojtaba Noghabaei , Khashayar Asadi , Kevin Han

Automatic recognition and classification of tasks in robotic surgery is an important stepping stone toward automated surgery and surgical training. Recently, technical breakthroughs in gathering data make data-driven model development…

Robotics · Computer Science 2017-08-01 Mehrdad J. Bani , Shoele Jamali

Simulations are a pedagogical means of enabling a risk-free way for healthcare practitioners to learn, maintain, or enhance their knowledge and skills. Such simulations should provide an optimum amount of cognitive load to the learner and…

Human-Computer Interaction · Computer Science 2020-02-05 Pritam Sarkar , Kyle Ross , Aaron J. Ruberto , Dirk Rodenburg , Paul Hungler , Ali Etemad

With the growing integration of human-computer interaction into everyday life, advances in machine learning have enabled systems to better perceive and respond to users' emotional states. Most existing affect recognition datasets focus on…

Machine Learning · Computer Science 2026-05-04 Karim Alghoul , Faisal Mohd , Fedwa Laamarti , Hussein Al Osman , Abdulmotaleb El Saddik

Our system introduces a modularized pneumatic actuating unit capable of delivering vibration, pressure, and impact feedback. Designed for adaptability, these modular tactile actuating units can be rapidly customized and reconfigured to suit…

Human-Computer Interaction · Computer Science 2024-11-11 Ahsan Raza , Seokhee Jeon , Mohammad Shadman Hashem

Apprenticeship and training programs in advanced manufacturing frequently encounter safety and accessibility concerns due to using heavy machinery. Virtual Reality (VR) training addresses such constraints while maintaining the spatial and…

Human-Computer Interaction · Computer Science 2024-11-14 Mahsa Nasri , Uttkarsh Narayan , Mustafa Feyyaz Sonbudak , Aubrey Simonson , Maria Chiu , Jason Donati , Mark Sivak , Mehmet Kosa , Casper Harteveld

Predicting user intentions in virtual reality (VR) is crucial for creating immersive experiences, particularly in tasks involving complex grasping motions where accurate haptic feedback is essential. In this work, we leverage time-series…

Human-Computer Interaction · Computer Science 2025-08-26 Linghao Zeng

Virtual reality (VR) has seen increased use for training and instruction. Designers can enable VR users to gain insights into their own performance by visualizing telemetry data from their actions in VR. Our ability to detect patterns and…

Human-Computer Interaction · Computer Science 2021-12-16 Andreas Bueckle , Kilian Buehling , Patrick C. Shih , Katy Borner

Virtual Reality (VR) can support effective and scalable training of psychomotor skills in manufacturing. However, many industry training modules offer experiences that are close-ended and do not allow for human error. We aim to address this…

Human-Computer Interaction · Computer Science 2023-10-27 Hing Lie , Kachina Studer , Zhen Zhao , Ben Thomson , Dishita G Turakhia , John Liu

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

A classification prediction algorithm based on Long Short-Term Memory Network (LSTM) improved AdaBoost is used to predict virtual reality (VR) user experience. The dataset is randomly divided into training and test sets in the ratio of…

Machine Learning · Computer Science 2024-12-03 Wenhan Fan , Zhicheng Ding , Ruixin Huang , Chang Zhou , Xuyang Zhang