Adversarial Example Detection on VoxCeleb1
96.6Detection Rate (%) @ FPR=1%PnP-Diff
Evaluation Results
| Method | Links | |
|---|---|---|
| PnP-DiffAttack type=PGD-l2, Attack steps=502026.07 | 96.6 | |
| PnP-Diff + AudioPureAttack type=PGD-l2, Attack steps=502026.07 | 96.6 | |
| SpeechTokenizerAttack type=PGD-l2, Attack steps=502026.07 | 95.95 | |
| PnP-Diff-2Attack type=PGD-l2, Attack steps=502026.07 | 95.6 | |
| AudioPureAttack type=PGD-l2, Attack steps=502026.07 | 94.75 | |
| PnP-Diff + DiffWavePnPAttack type=PGD-l2, Attack steps=502026.07 | 94.7 | |
| Noise-0.01Attack type=PGD-l2, Attack steps=502026.07 | 94.55 | |
| MDD-10%*Attack type=PGD-l2, Attack steps=50, Mask ratio=10%2026.07 | 94.1 | |
| PnP-GaussianAttack type=PGD-l2, Attack steps=502026.07 | 93.4 |