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Related papers: Multi-level Stress Assessment from ECG in a Virtua…

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Stress has emerged as a critical global health issue, contributing to cardiovascular disorders, depression, and several other long-term illnesses. Consequently, accurate and reliable stress monitoring systems are of growing importance. In…

Signal Processing · Electrical Eng. & Systems 2025-09-03 Md. Mohibbul Haque Chowdhury , Nafisa Anjum , Md. Rokonuzzaman Mim

Biomedical signals provide insights into various conditions affecting the human body. Beyond diagnostic capabilities, these signals offer a deeper understanding of how specific organs respond to an individual's emotions and feelings. For…

Signal Processing · Electrical Eng. & Systems 2025-10-08 Pubudu L. Indrasiri , Bipasha Kashyap , Pubudu N. Pathirana

Psychological stress is clinically relevant in cardio-oncology, yet it is typically assessed only through patient-reported outcome measures (PROMs) and is rarely integrated into continuous cardiotoxicity surveillance. We estimate perceived…

Group-level emotion recognition (ER) is a growing research area as the demands for assessing crowds of all sizes are becoming an interest in both the security arena as well as social media. This work extends the earlier ER investigations,…

Computer Vision and Pattern Recognition · Computer Science 2022-03-24 Kha Gia Quach , Ngan Le , Chi Nhan Duong , Ibsa Jalata , Kaushik Roy , Khoa Luu

Gestures are central to human communication, enriching interactions through non-verbal expression. Virtual avatars increasingly use AI-generated gestures to enhance life-likeness, yet evaluations have largely been confined to 2D. Virtual…

Human-Computer Interaction · Computer Science 2025-09-17 Axel Wiebe Werner , Jonas Beskow , Anna Deichler

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

As AI agents increasingly operate in open, real-world environments, they require a deep synergy of multimodal perception, tool invocation with multi-hop reasoning, and dynamic interaction with users. However, existing benchmarks fail to…

Artificial Intelligence · Computer Science 2026-05-28 Yunqi Liu , Tong Niu , Zitong Wang , Zhenlong Dai , Yuqi Qing , Weiqiang Wang , Jian Liu

The limitations of unimodal deep learning models, particularly their tendency to overfit and limited generalizability, have renewed interest in multimodal fusion strategies. Multimodal deep neural networks (MDNN) have the capability of…

Signal Processing · Electrical Eng. & Systems 2025-10-14 Timothy Oladunni , Ehimen Aneni

Purpose: Preliminarily evaluate the feasibility and efficacy of using meditative virtual reality (VR) to improve the hospital experience of intensive care unit (ICU) patients. Methods: Effects of VR were examined in a non-randomized,…

Human-Computer Interaction · Computer Science 2019-10-10 Triton Ong , Matthew Ruppert , Parisa Rashidi , Tezcan Ozrazgat-Baslanti , Azra Bihorac , Marko Suvajdzic

COVID-19 has driven most schools to remote learning through online meeting software such as Zoom and Google Meet. Although this trend helps students continue learning without in-person classes, it removes a vital tool that teachers use to…

Machine Learning · Computer Science 2021-09-24 Daben Kyle Liu

Due to its ability to accurately predict emotional state using multimodal features, audiovisual emotion recognition has recently gained more interest from researchers. This paper proposes two methods to predict emotional attributes from…

Audio and Speech Processing · Electrical Eng. & Systems 2022-07-22 Bagus Tris Atmaja , Masato Akagi

Stress is a growing concern in modern society adversely impacting the wider population more than ever before. The accurate inference of stress may result in the possibility for personalised interventions. However, individual differences…

Machine Learning · Computer Science 2020-04-06 Kieran Woodward , Eiman Kanjo , David J. Brown , T. M. McGinnity

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

Objective: Virtual Reality (VR) is a technological interface that allows users to interact with a simulated environment. VR has been used extensively for mental health and clinical research. Mental health disorders are globally burdening…

Human-Computer Interaction · Computer Science 2024-10-08 Sadia Saeed , Khan Bahadar Khan , Muhammad Abul Hassan , Abdul Qayyum , Saba Salahuddin

Multimodal sentiment analysis, a pivotal task in affective computing, seeks to understand human emotions by integrating cues from language, audio, and visual signals. While many recent approaches leverage complex attention mechanisms and…

Computation and Language · Computer Science 2025-05-09 Nischal Mandal , Yang Li

Social interactions incorporate nonverbal signals to convey emotions alongside speech, including facial expressions and body gestures. Generative models have demonstrated promising results in creating full-body nonverbal animations…

Human-Computer Interaction · Computer Science 2026-04-01 Kiran Chhatre , Renan Guarese , Andrii Matviienko , Christopher Peters

Stress and driving are a dangerous combination which can lead to crashes, as evidenced by the large number of road traffic crashes that involve stress. Motivated by the need to address the significant costs of driver stress, it is essential…

Signal Processing · Electrical Eng. & Systems 2021-01-05 Mohammad Naim Rastgoo , Bahareh Nakisa , Andry Rakotonirainy , Frederic Maire , Vinod Chandran

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

Multimodal affective computing analyzes user-generated social media content to predict emotional states. However, a critical gap remains in understanding how visual content shapes cognitive interpretations and elicits specific affective…

Artificial Intelligence · Computer Science 2026-04-28 Nastaran Dab , Raziyeh Zall , Mohammadreza Kangavari

Measure user experience in MR (i.e., AR/VR) user studies is essential. Researchers apply a wide range of measuring methods using objective (e.g., biosignals, time logging), behavioral (e.g., gaze direction, movement amplitude), and…

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