Audio Deepfake Detection on SONAR (EER)
0.91EERMoLEX
Evaluation Results
| Method | Links | |
|---|---|---|
| MoLEXTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 0.91 | |
| W2V2-AASISTTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 1.07 | |
| W2V2-TCMTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 1.83 | |
| DF-Arena 500MTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 1.9 | |
| mHuBERT-FinalTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 2.15 | |
| ResembleAI-2BTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 2.98 | |
| mHuBERT-Iter2Training Protocol=Protocol 2 (multi-dataset)2026.03 | 3.44 | |
| DF-Arena 100M-V1Training Protocol=Protocol 2 (multi-dataset)2026.03 | 4.48 | |
| WavLM-BaseTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 6.61 | |
| WavLM-Base+Training Protocol=Protocol 2 (multi-dataset)2026.03 | 8.59 | |
| HuBERT-BaseTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 8.89 | |
| mHuBERT-Iter1Training Protocol=Protocol 2 (multi-dataset)2026.03 | 9.09 | |
| XLSR+MambaParams (M)=3192026.02 | 24.26 | |
| XLSR+SLSParams (M)=3402026.02 | 24.72 | |
| XLSR+Conformer+TCMParams (M)=3192026.02 | 26.57 | |
| XLSR+BiCrossMambaParams (M)=318.212026.02 | 27.36 | |
| HyperPotterParams (M)=317.872026.02 | 27.71 | |
| Wav2Vec2+AASIST(Baseline)Params (M)=317.842026.02 | 32.02 | |
| Wav2Vec2+AASISTParams (M)=317.842026.02 | 46.12 |