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Social Anxiety Disorder (SAD) is a widespread mental health condition, yet its lack of objective markers hinders timely detection and intervention. While previous research has focused on behavioral and non-verbal markers of SAD in…

Computer Vision and Pattern Recognition · Computer Science 2025-02-25 Nilesh Kumar Sahu , Snehil Gupta , Haroon R Lone

In this study, we present a quantitative and comprehensive analysis of social gaze in people with autism spectrum disorder (ASD). Diverging from traditional first-person camera perspectives based on eye-tracking technologies, this study…

Neurons and Cognition · Quantitative Biology 2024-09-04 Xiangxu Yu , Mindi Ruan , Chuanbo Hu , Wenqi Li , Lynn K. Paul , Xin Li , Shuo Wang

Individuals with Autism Spectrum Disorder (ASD) often experience challenges in health, communication, and sensory processing; therefore, early diagnosis is necessary for proper treatment and care. In this work, we consider the problem of…

Computer Vision and Pattern Recognition · Computer Science 2024-04-02 M. Serna-Aguilera , X. B. Nguyen , A. Singh , L. Rockers , S. Park , L. Neely , H. Seo , K. Luu

Attention-deficit/hyperactivity disorder (ADHD) is a neurodevelopmental disorder that is highly prevalent and requires clinical specialists to diagnose. It is known that an individual's viewing behavior, reflected in their eye movements, is…

Attention Deficit Hyperactivity Disorder (ADHD) and Autism Spectrum Disorder (ASD) are neurodevelopmental conditions which impact on a significant number of children and adults. Currently, the diagnosis of such disorders is done by experts…

Computer Vision and Pattern Recognition · Computer Science 2016-12-08 Shashank Jaiswal , Michel Valstar , Alinda Gillott , David Daley

Anxiety disorder is one of the world's most prevalent mental health conditions, arising from complex interactions of biological and environmental factors and severely interfering one's ability to lead normal life activities. Current methods…

Human-Computer Interaction · Computer Science 2020-12-02 Anis Zaman , Boyu Zhang , Vincent Silenzio , Ehsan Hoque , Henry Kautz

Due to the recent outbreak of COVID-19, many classes, exams, and meetings have been conducted non-face-to-face. However, the foundation for video conferencing solutions is still insufficient. So this technology has become an important…

Computer Vision and Pattern Recognition · Computer Science 2021-07-15 Suneung-Kim , Seong-Whan Lee

Social anxiety disorder (SAD) is associated with heightened physiological arousal in social-evaluative contexts, but it remains unclear whether such autonomic reactivity extends to non-evaluative cognitive stressors. This study investigated…

Neurons and Cognition · Quantitative Biology 2025-07-23 Arya Adyasha , Anushka Sanjay Shelke , Haroon R Lone

The problem of detecting the presence of Social Anxiety Disorder (SAD) using Electroencephalography (EEG) for classification has seen limited study and is addressed with a new approach that seeks to exploit the knowledge of EEG sensor…

Monitoring and analyzing stereotypical behaviours is important for early intervention and care taking in Autism Spectrum Disorder (ASD). This paper focuses on automatically detecting stereotypical behaviours with computer vision techniques.…

Computer Vision and Pattern Recognition · Computer Science 2023-05-15 Jiaqi Gao , Xinyang Jiang , Yuqing Yang , Dongsheng Li , Lili Qiu

Due to the complex and resource-intensive nature of diagnosing Autism Spectrum Condition (ASC), several computer-aided diagnostic support methods have been proposed to detect autism by analyzing behavioral cues in patient video data. While…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 William Saakyan , Matthias Norden , Lola Eversmann , Simon Kirsch , Muyu Lin , Simon Guendelman , Isabel Dziobek , Hanna Drimalla

During social interactions, understanding the intricacies of the context can be vital, particularly for socially anxious individuals. While previous research has found that the presence of a social interaction can be detected from ambient…

Human-Computer Interaction · Computer Science 2024-07-22 Varun Reddy , Zhiyuan Wang , Emma Toner , Max Larrazabal , Mehdi Boukhechba , Bethany A. Teachman , Laura E. Barnes

Early detection of psychological distress is key to effective treatment. Automatic detection of distress, such as depression, is an active area of research. Current approaches utilise vocal, facial, and bodily modalities. Of these, the…

Computer Vision and Pattern Recognition · Computer Science 2020-03-03 Indigo J. D. Orton

Speech activity detection (SAD) plays an important role in current speech processing systems, including automatic speech recognition (ASR). SAD is particularly difficult in environments with acoustic noise. A practical solution is to…

Computation and Language · Computer Science 2023-05-15 Fei Tao , Carlos Busso

Self-Rating Depression Scale (SDS) questionnaire has frequently been used for efficient depression preliminary screening. However, the uncontrollable self-administered measure can be easily affected by insouciantly or deceptively answering,…

Computer Vision and Pattern Recognition · Computer Science 2021-06-28 Wanqing Xie , Lizhong Liang , Yao Lu , Chen Wang , Jihong Shen , Hui Luo , Xiaofeng Liu

Background - Social anxiety (SA) is a common and debilitating condition, negatively affecting life quality even at sub-diagnostic thresholds. We sought to characterize SA's acoustic signature using hypothesis-testing and machine learning…

Sound · Computer Science 2022-07-19 Or Alon-Ronen , Yosi Shrem , Yossi Keshet , Eva Gilboa-Schechtman

The Self-Rating Depression Scale (SDS) questionnaire is commonly utilized for effective depression preliminary screening. The uncontrolled self-administered measure, on the other hand, maybe readily influenced by insouciant or dishonest…

Computer Vision and Pattern Recognition · Computer Science 2021-07-23 Wanqing Xie , Lizhong Liang , Yao Lu , Hui Luo , Xiaofeng Liu

Motivation: Behavioral observations are an important resource in the study and evaluation of psychological phenomena, but it is costly, time-consuming, and susceptible to bias. Thus, we aim to automate coding of human behavior for use in…

Computer Vision and Pattern Recognition · Computer Science 2022-05-13 Nicole N. Lønfeldt , Flavia D. Frumosu , A. -R. Cecilie Mora-Jensen , Nicklas Leander Lund , Sneha Das , A. Katrine Pagsberg , Line K. H. Clemmensen

Autism Spectrum Disorder (ASD) is a diverse collection of neurobiological conditions marked by challenges in social communication and reciprocal interactions, as well as repetitive and stereotypical behaviors. Atypical behavior patterns in…

Computer Vision and Pattern Recognition · Computer Science 2024-07-15 Abid Ali , Mahmoud Ali , Jean-Marc Odobez , Camilla Barbini , Séverine Dubuisson , Francois Bremond , Susanne Thümmler

Monitoring of cardiovascular activity is highly desired and can enable novel applications in diagnosing potential cardiovascular diseases and maintaining an individual's well-being. Currently, such vital signs are measured using intrusive…

Computer Vision and Pattern Recognition · Computer Science 2021-02-02 Mayank Gupta , Lingjun Chen , Denny Yu , Vaneet Aggarwal
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