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oreilly_awasthi_vijayaraghavan_pardo_2021.pdf
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🔗 Source: interactiveaudiolab.github.io
📊 Size: 401 KB
📄 Pages: 5 pages
⬇️ Downloads: 56

Summary

Researchers propose a novel audio-domain adversarial attack using adaptive filtering, which modifies benign audio by dynamically shaping its frequency content, avoiding noise-like artifacts associated with waveform perturbations. The attack is demonstrated to be effective against a state-of-the-art speaker verification model in simulated and real-world over-the-air settings. A listener study shows that the proposed attack is less conspicuous than a waveform-additive baseline while matching its effectiveness.

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Description

Researchers propose a novel audio-domain adversarial attack using adaptive filtering, which modifies benign audio by dynamically shaping its frequency content,...

Technical Information

  • File Format: PDF
  • File Size: 401 KB
  • Pages: 5
  • Language: EN
  • Total Downloads: 56
  • Last Updated: 6 hours ago

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