~/talk

Voice In Ear: Spoofing-Resistant and Passphrase-Independent Body Sound Authentication

Talkat UbiComp 2021 · 2021-09-21..09-26· [security]
name:Yang Gao
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name:Jiyang Li
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slides:none on file

System authenticates users by measuring speaking-induced body sound in the ear canal and exploiting left/right asymmetry, claiming passphrase-independence and spoof resistance. It maps air-to-in-ear signals with cycleGAN, estimates ear transfer functions for asymmetry, and classifies with a GMM-UBM i-vector pipeline plus an ensemble tree fused by soft voting. Prototype evaluation on 23 people achieves 3.64% EER after 75 seconds enrollment, shows robustness to noise, motion, and replay attacks.

AI-written summary · about

  1. 0:00Introduction
  2. 0:28The evolution of earphones
  3. 0:51The lack of knowledge
  4. 1:13Existing approaches
  5. 1:46Benefits
  6. 2:38Unique Information
  7. 2:55Model
  8. 3:32Authentication Pipeline
  9. 4:37Experiments
  10. 5:22Conclusion
  11. 5:49Outro
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