Speaker Verification on LibriSpeech (test)
0.01EERbaseline
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| baselineModel=ResNet34-V2026.01 | 0.01 | — | — | |
| baselineModel=ResNet34-L2026.01 | 0.25 | — | — | |
| SincNetInput Feature=Raw waveform2018.11 | 0.51 | — | — | |
| CNN-RawInput Feature=Raw waveform2018.11 | 0.58 | — | — | |
| CNN-FBANKInput Feature=Filter-Bank2018.11 | 0.6 | — | — | |
| DNN-MFCCInput Feature=MFCC2018.11 | 0.88 | — | — | |
| baselineModel=ECAPA-TDNN2026.01 | 6.38 | — | — | |
| PGDModel=ResNet34-V2026.01 | 40.06 | — | — | |
| MI-FGSMModel=ResNet34-V2026.01 | 40.4 | — | — | |
| PGDModel=ECAPA-TDNN2026.01 | 41.66 | — | — | |
| FGSMModel=ResNet34-L2026.01 | 41.67 | — | — | |
| FGSMModel=ResNet34-V2026.01 | 41.67 | — | — | |
| I-FGSMModel=ResNet34-L2026.01 | 42.12 | — | — | |
| I-FGSMModel=ResNet34-V2026.01 | 42.29 | — | — | |
| MI-FGSMModel=ECAPA-TDNN2026.01 | 42.29 | — | — | |
| I-FGSMModel=ECAPA-TDNN2026.01 | 42.36 | — | — | |
| I-MEPModel=ECAPA-TDNN2026.01 | 42.37 | — | — | |
| MEPModel=ResNet34-L2026.01 | 42.62 | — | — | |
| MEPModel=ResNet34-V2026.01 | 42.62 | — | — | |
| I-MEPModel=ResNet34-V2026.01 | 42.64 | — | — | |
| MI-FGSMModel=ResNet34-L2026.01 | 42.78 | — | — | |
| FGSMModel=ECAPA-TDNN2026.01 | 43.16 | — | — | |
| MEPModel=ECAPA-TDNN2026.01 | 43.37 | — | — | |
| PGDModel=ResNet34-L2026.01 | 43.48 | — | — | |
| I-MEPModel=ResNet34-L2026.01 | 44.04 | — | — | |
| AudioPureProtection Method=AntiFake, VC Method=YourTTS, Scenario=White-box2025.07 | — | 59.7 | 41.7 | |
| AudioPureProtection Method=AttackVC, VC Method=YourTTS, Scenario=White-box2025.07 | — | 73.9 | 51.5 | |
| AudioPureGroup=Total Average Across All Protections and VC Models2025.07 | — | 59.7 | 64.7 | |
| DualPureProtection Method=AntiFake, VC Method=YourTTS, Scenario=White-box2025.07 | — | 6.7 | 2.5 | |
| PhonePuReProtection Method=AntiFake, VC Method=YourTTS, Scenario=White-box2025.07 | — | 67.2 | 68.9 | |
| PhonePuReProtection Method=AntiFake, VC Method=SV2TTS, Scenario=White-box2025.07 | — | 65.4 | 74.4 | |
| PhonePuReProtection Method=AntiFake, VC Method=Tortoise, Scenario=White-box2025.07 | — | 62.7 | 72.5 | |
| PhonePuReProtection Method=AntiFake, VC Method=DiffVC, Scenario=White-box2025.07 | — | 67.3 | 82.3 | |
| PhonePuReProtection Method=AntiFake, VC Method=OpenVoice, Scenario=Black-box2025.07 | — | 62.5 | 77.6 | |
| PhonePuReProtection Method=AntiFake, VC Method=SeedVC, Scenario=Black-box2025.07 | — | 70.2 | 80.5 | |
| PhonePuReProtection Method=AttackVC, VC Method=YourTTS, Scenario=White-box2025.07 | — | 74.8 | 70.9 | |
| PhonePuReProtection Method=VoiceGuard, VC Method=YourTTS, Scenario=White-box2025.07 | — | 69.7 | 62.1 | |
| PhonePuReGroup=Total Average Across All Protections and VC Models2025.07 | — | 71.1 | 81.8 | |
| SpeakerGuardProtection Method=AntiFake, VC Method=YourTTS, Scenario=White-box2025.07 | — | 27.7 | 13.6 | |
| WaveGuardProtection Method=AntiFake, VC Method=YourTTS, Scenario=White-box2025.07 | — | 32.8 | 15.5 | |
| WavePurifierProtection Method=AntiFake, VC Method=YourTTS, Scenario=White-box2025.07 | — | 28.6 | 30.1 |