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Book Open access Oct 2026

Modeling Affective Distress from Video: A Modality-Aware Multi-Branch Learning Approach

Automated detection of mental health conditions such as stress and Social Anxiety Disorder (SAD) from video is an important yet challenging problem, as these states exhibit both transient micro-expressions and sustained behavioral patterns over time. While stress and anxiety are distinct constructs, they share overlapp...

O. Jha, Nilesh Kumar Sahu, H. Lone · 0 citations
Book Open access Oct 2026

Multimodal Anxiety Detection with Adaptive Hyperbolic Few-Shot Learning

Anxiety disorders impact millions globally, yet traditional diagnosis relies on clinical interviews, while machine learning models struggle with limited labeled data. In this work, we introduce the Hyperbolic Curvature Few-Shot Learning Network (HCFSLN), a novel framework for multimodal anxiety detection using speech,...

Aditya Sneh, Nilesh Kumar Sahu, Anushka Sanjay Shelke et al. · 0 citations

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