Action Unit Micro-Expression Analysis to Assess Frustration and Anxiety

Decomposing facial landmarks into standardized Ekman Action Units (AU4, AU12, AU23) to differentiate transient driving frustration from escalating road rage.

Voiceprint Acoustic Stress Correlation

Combining visual facial Action Units with voice pitch jitter and vocal shimmer provides robust emotion classification during voice assistant conversations.

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