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Facial expressions

Facial expressions—including micro-expressions, emotional displays, and hand gestures—as behavioral signals for detecting deceptive statements and intentional deception.

Overview

Research in deception detection has long documented non-verbal behavioral cues indicative of lying. Facial expressions and hand gestures provide signals that can complement linguistic and acoustic features. Micro-expressions, defined as involuntary facial expressions lasting milliseconds, are particularly studied as indicators of genuine versus suppressed emotions and deceptive intent.

Key papers

  • A Deep Learning Approach for Multimodal Deception Detection — Uses 39 binary micro-expression features (frowning, smiling, eyebrow raising, etc.) alongside video, audio, and text for multimodal deception detection in courtroom trials; shows micro-expressions contribute meaningfully to 96.14% detection accuracy.