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The aim of this study is to quantize mental stress by integrating different physiological markers like reaction time, photoplethysmograph (PPG), heart rate variability (HRV) and subjective markers like questionnaire. The study included 10…

Neurons and Cognition · Quantitative Biology 2015-05-04 Apoorvagiri , M. S. Nagananda

Achieving a high level of immersion and adaptation in virtual reality (VR) requires precise measurement and representation of user state. While extrinsic physical characteristics such as locomotion and pose can be accurately tracked in…

Human-Computer Interaction · Computer Science 2025-04-14 Sahar Niknam , Saravanakumar Duraisamy , Jean Botev , Luis A. Leiva

Personalized virtual reality exposure therapy is a therapeutic practice that can adapt to an individual patient, leading to better health outcomes. Measuring a patient's mental state to adjust the therapy is a critical but difficult task.…

Machine Learning · Computer Science 2024-09-27 Athar Mahmoudi-Nejad , Pierre Boulanger , Matthew Guzdial

Stress during public speaking is common and adversely affects performance and self-confidence. Extensive research has been carried out to develop various models to recognize emotional states. However, minimal research has been conducted to…

Audio and Speech Processing · Electrical Eng. & Systems 2022-08-03 Arushi , Roberto Dillon , Ai Ni Teoh , Denise Dillon

Despite growing interest in virtual and augmented reality (VR/AR) for mental well-being, prior work using immersive interventions to teach mental health skills has largely focused on calming or abstract settings. As a result, little is…

Human-Computer Interaction · Computer Science 2025-10-15 Anna Fang , Jiayang Shi , Hriday Chhabria , Bosi Li , Haiyi Zhu

In this research, we are concerned with the applicability of virtual reality-based attention training as a tool for stress management. Mental stress is a worldwide challenge that is still far from being fully managed. This has maintained a…

Signal Processing · Electrical Eng. & Systems 2023-12-12 Rojaina Mahmoud , Mona Mamdouh , Omneya Attallah , Ahmad Al-Kabbany

Adaptive Virtual Reality (VR) systems have the potential to enhance training and learning experiences by dynamically responding to users' cognitive states. This research investigates how eye tracking and heart rate variability (HRV) can be…

Human-Computer Interaction · Computer Science 2025-04-10 Mahsa Nasri

A cluster of research in Affective Computing suggests that it is possible to infer some characteristics of users' affective states by analyzing their electrophysiological activity in real-time. However, it is not clear how to use the…

Human-Computer Interaction · Computer Science 2022-11-22 Andres Pinilla , Jaime Garcia , William Raffe , Jan-Niklas Voigt-Antons , Robert Spang , Sebastian Möller

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

Presence in virtual reality (VR), the subjective sense of "being there" in a virtual environment, is notoriously difficult to measure. Electroencephalography (EEG) may offer a promising, unobtrusive means of assessing a user's momentary…

Human-Computer Interaction · Computer Science 2025-09-03 Evan G. Center , Matti Pouke , Alessandro Nardi , Lukas Gehrke , Klaus Gramann , Timo Ojala , Steven M. LaValle

Virtual Reality (VR) is a promising tool for interview training, yet the psychological dynamics of group interviews, such as social comparison, remain underexplored. We investigate this phenomenon by developing an immersive VR group…

Human-Computer Interaction · Computer Science 2025-10-15 Shi-Ting Ni , Kairong Fang , Yuyang Wang , Pan Hui

In driving tasks, the driver's situation awareness of the surrounding scenario is crucial for safety driving. However, current methods of measuring situation awareness mostly rely on subjective questionnaires, which interrupt tasks and lack…

Human-Computer Interaction · Computer Science 2024-04-30 Yunxiang Jiang , Qing Xu , Kai Zhen , Yu Chen

This research explores the fusion of graphology and artificial intelligence to quantify psychological stress levels in students by analyzing their handwritten examination scripts. By leveraging Optical Character Recognition and transformer…

Computer Vision and Pattern Recognition · Computer Science 2025-11-18 Abhijeet Kumar , Chetan Agarwal , Pronoy B. Neogi , Mayank Goswami

Student mental health is an increasing concern in academic institutions, where stress can severely impact well-being and academic performance. Traditional assessment methods rely on subjective surveys and periodic evaluations, offering…

Machine Learning · Computer Science 2025-08-05 Md Sultanul Islam Ovi , Jamal Hossain , Md Raihan Alam Rahi , Fatema Akter

While Virtual Reality (VR) is increasingly employed for stress management, most applications rely heavily on audio-visual stimuli and overlook the therapeutic potential of squeezing engagement. To address this gap, we introduce VR Calm…

Human-Computer Interaction · Computer Science 2026-02-06 He Zhang , Xinyang Li , Xingyu Zhou , Xinyi Fu

Virtual human simulation integrated into virtual reality applications is mainly used for virtual representation of the user in virtual environment or for interactions between the user and the virtual avatar for cognitive tasks. In this…

Robotics · Computer Science 2010-12-13 Liang Ma , Damien Chablat , Fouad Bennis , Bo Hu , Wei Zhang

The cognitive load can be used to assess if someone is struggling while performing a task. It can be used in many different situations such as in driving, piloting, studying, playing, working, etc. This information can help to design better…

Graphics · Computer Science 2022-01-19 Olivier Augereau , Gabriel Brocheton , Pedro Paulo Do Prado Neto

We developed a novel assessment platform with untethered virtual reality, 3-dimensional sounds, and pressure sensing floor mat to help assess the walking balance and negotiation of obstacles given diverse sensory load and/or cognitive load.…

Human-Computer Interaction · Computer Science 2020-06-02 Zhu Wang , Anat Lubetzky , Charles Hendee , Marta Gospodarek , Ken Perlin

Immersive virtual reality (VR) enables controlled tests of how emotional context distorts subjective time, yet findings remain mixed. Fifty-seven adults explored three five-minute VR environments (tranquil garden, neutral room, threatening…

Human-Computer Interaction · Computer Science 2026-01-15 Kyriaki Syrigou , Marina Stoforou , Panagiotis Kourtesis

This paper presents a multi-stage experimental framework that integrates immersive Virtual Reality (VR) simulations, wearable sensors, and advanced signal processing to investigate construction workers neuro-physiological stress responses…

Human-Computer Interaction · Computer Science 2025-10-07 Fatemeh Banani Ardecani , Omidreza Shoghli
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