Audio Deepfake Detection on FoR
0.17EERMoLEX
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MoLEXTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 0.17 | — | — | — | |
| ResembleAI-2BTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 1.36 | — | — | — | |
| DF-Arena 500MTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 2.3 | — | — | — | |
| mHuBERT-FinalTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 2.92 | — | — | — | |
| mHuBERT-Iter2Training Protocol=Protocol 2 (multi-dataset)2026.03 | 3.14 | — | — | — | |
| W2V2-AASISTTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 3.8 | — | — | — | |
| HyperPotterParams (M)=317.872026.02 | 3.89 | — | — | — | |
| W2V2-TCMTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 4.02 | — | — | — | |
| Wav2Vec2+AASIST(Baseline)Params (M)=317.842026.02 | 4.24 | — | — | — | |
| WavLM-Base+Training Protocol=Protocol 2 (multi-dataset)2026.03 | 4.59 | — | — | — | |
| WavLM-BaseTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 4.81 | — | — | — | |
| XLSR+SLSParams (M)=3402026.02 | 5.07 | — | — | — | |
| mHuBERT-Iter1Training Protocol=Protocol 2 (multi-dataset)2026.03 | 5.94 | — | — | — | |
| HuBERT-BaseTraining Protocol=Protocol 2 (multi-dataset)2026.03 | 6.32 | — | — | — | |
| XLSR+MambaParams (M)=3192026.02 | 6.71 | — | — | — | |
| XLSR+BiCrossMambaParams (M)=318.212026.02 | 6.85 | — | — | — | |
| DF-Arena 100M-V1Training Protocol=Protocol 2 (multi-dataset)2026.03 | 7.42 | — | — | — | |
| Wav2Vec2+AASISTParams (M)=317.842026.02 | 7.46 | — | — | — | |
| W2V2-AASISTParams=317M, Training Protocol=Protocol 1 (ASV19 train)2026.03 | 7.46 | — | — | — | |
| mHuBERT-Iter1Params=100M, Training Protocol=Protocol 1 (ASV19 train)2026.03 | 8.61 | — | — | — | |
| CAFNetZero-shot=true, Trained on=MLADDC T22026.05 | 10.34 | — | 54.25 | 92.89 | |
| W2V2-TCMParams=319M, Training Protocol=Protocol 1 (ASV19 train)2026.03 | 10.68 | — | — | — | |
| XLSR+Conformer+TCMParams (M)=3192026.02 | 10.69 | — | — | — | |
| WavLM-Base+Params=100M, Training Protocol=Protocol 1 (ASV19 train)2026.03 | 12.3 | — | — | — | |
| WavLM-BaseParams=100M, Training Protocol=Protocol 1 (ASV19 train)2026.03 | 16.65 | — | — | — | |
| mHuBERT-FinalParams=100M, Training Protocol=Protocol 1 (ASV19 train)2026.03 | 16.7 | — | — | — | |
| HuBERT-BaseParams=100M, Training Protocol=Protocol 1 (ASV19 train)2026.03 | 20.47 | — | — | — | |
| mHuBERT-Iter2Params=100M, Training Protocol=Protocol 1 (ASV19 train)2026.03 | 20.83 | — | — | — | |
| FlowFakeTrain=ITW2026.06 | — | — | 59.07 | — | |
| FlowFakeTrain=MLAAD v12026.06 | — | — | 52.66 | — | |
| HyperPotterParams (M)=317.872026.02 | — | 96.1 | — | — | |
| RawGAT-STTrain=ASV192026.06 | — | — | 68.8 | — | |
| RawGAT-STTrain=ITW2026.06 | — | — | 54.5 | — | |
| RawGAT-STTrain=MLAAD v12026.06 | — | — | 50.2 | — | |
| SSL W2V2Train=ASV192026.06 | — | — | 81.1 | — | |
| SSL W2V2Train=ITW2026.06 | — | — | 55.3 | — | |
| SSL W2V2Train=MLAAD v12026.06 | — | — | 64.4 | — | |
| Wav2Vec2+AASISTParams (M)=317.842026.02 | — | 92.6 | — | — | |
| Wav2Vec2+AASIST (Baseline)Params (M)=317.842026.02 | — | 95.8 | — | — | |
| Whisper DFTrain=ASV192026.06 | — | — | 80.6 | — | |
| Whisper DFTrain=ITW2026.06 | — | — | 67.2 | — | |
| Whisper DFTrain=MLAAD v12026.06 | — | — | 50.5 | — | |
| XLSR+BiCrossMambaParams (M)=318.212026.02 | — | 93.1 | — | — | |
| XLSR+Conformer+TCMParams (M)=3192026.02 | — | 89.3 | — | — | |
| XLSR+MambaParams (M)=3192026.02 | — | 93.3 | — | — | |
| XLSR+SLSParams (M)=3402026.02 | — | 94.9 | — | — |