Heart Rate via Facial Signals

Heart rate estimation via facial signals reveals emotion-specific patterns: happiness shows stable, slightly elevated rates; anger causes sharp BPM spikes with low variability; sadness leads to slower rhythms with greater fluctuations; surprise triggers brief BPM surges; fear displays rapid peaks, indicating heightened arousal and physiological stress response.

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