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ResearchFormerly WizWand

Adversarial Example Detection on VoxCeleb1

96.6Detection Rate (%) @ FPR=1%PnP-Diff
93.27294.1369595.864Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
PnP-DiffAttack type=PGD-l2, Attack steps=502026.0796.6
PnP-Diff + AudioPureAttack type=PGD-l2, Attack steps=502026.0796.6
SpeechTokenizerAttack type=PGD-l2, Attack steps=502026.0795.95
PnP-Diff-2Attack type=PGD-l2, Attack steps=502026.0795.6
AudioPureAttack type=PGD-l2, Attack steps=502026.0794.75
PnP-Diff + DiffWavePnPAttack type=PGD-l2, Attack steps=502026.0794.7
Noise-0.01Attack type=PGD-l2, Attack steps=502026.0794.55
MDD-10%*Attack type=PGD-l2, Attack steps=50, Mask ratio=10%2026.0794.1
PnP-GaussianAttack type=PGD-l2, Attack steps=502026.0793.4