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ResearchFormerly WizWand

Speaker Impersonation Attack

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

VoxCeleb1 and CNCeleb subsampled (test-enrollment)

100ASR Accuracy

36

Mar 4, 2026

VoxCeleb1 (test)

92Attack Success Rate

10

Mar 4, 2026

Target Model T5

0ASR Error Rate (tau_E)

5

Mar 4, 2026

Target Model T4

0.01ASR Error (tau_E)

5

Mar 4, 2026

Target Model T3

0.02ASR Error Rate (tau_E)

5

Mar 4, 2026

Target Model T2

0.02ASR τE

5

Mar 4, 2026

Target Model T1

91.65ASR Score (tau_E)

5

Mar 4, 2026