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Deepfakes Now Mimic Heartbeats, Challenging Detection Systems

Researchers reveal that advanced deepfakes can replicate realistic pulse signals, pushing detection efforts toward localized blood-flow analysis and cryptographic verification.

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AI deepfake cyborg robot
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Overview

  • A new study shows that high-quality deepfakes can now include realistic heartbeat signals, undermining pulse-based detection methods.
  • Deepfakes can inherit pulse patterns from original videos or have them intentionally embedded by creators, complicating detection efforts.
  • Traditional remote photoplethysmography (rPPP) detectors, which estimate pulse rates, are no longer reliable against these advanced deepfakes.
  • Researchers propose focusing on spatial blood-flow patterns across the face to identify physiological inconsistencies in synthetic videos.
  • Cryptographic digital fingerprints are being explored as a sustainable approach to verify the authenticity of digital media.