~/talk

The Living Dead: Hacking Mobile Face Recognition SDKs with Non-Deepfake Attacks

Talkat Black Hat USA 2023 · 2023-08-05..08-10· [security, machine-learning]
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Researchers demonstrate practical attacks that bypass mobile liveness checks by unpacking SDKs, hooking app code (Frida-style), and replacing or replaying captured frames and signed results; they analyze 18 SDKs and find 11 insecure implementations. Vulnerabilities include configurable action sequences and thresholds on-device, plaintext or separably encrypted frames enabling result malleability, hardcoded keys, and insecure integration libraries. A live demo shows an attacker-controlled device passing blink/nod checks and uploading a victim photo to complete account opening, proving the attacks are low-cost and effective.

AI-written summary · about

  1. 0:00Introduction and overview
  2. 2:17Face recognition security
  3. 6:35System architecture and demo
  4. 11:06Architectural vulnerabilities
  5. 17:01Exploitation techniques
  6. 21:28Empirical study results
  7. 23:40Practical attack methodology
  8. 34:57Conclusion and takeaways
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