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Multimodal Emotion Recognition Based on Video and Physiological Signals

1 点作者 Jimmc4144 个月前

1 comment

Jimmc4144 个月前
Proposed MVP architecture combines facial expressions and body signals (heart rate, sweat response) using transformers that can analyze longer 1-2 minute clips, outperforming previous systems by better integrating voluntary (facial) and involuntary (physiological) responses for emotion detection. The model utilizes cross-attention where facial data provides keys/values and physiological data provides queries.