Audio Deepfake Detection on ASVspoof LA 2021 (EER)
0.79EERMamBo-1-Mamba2-N2
Evaluation Results
| Method | Links | |
|---|---|---|
| MamBo-1-Mamba2-N2Params (M)=317.482026.01 | 0.79 | |
| MamBo-2-Hydra-N1Params (M)=316.682026.01 | 0.8 | |
| MamBo-3-Hydra-N3Params (M)=319.372026.01 | 0.81 | |
| Wav2Vec+AASISTBackbone=Wav2Vec, Head=AASIST2026.02 | 0.82 | |
| XLSR-Conformer-NACLLoss Function=WCE2025.09 | 0.89 | |
| OCKD2026.02 | 0.9 | |
| XLSR-MambaParams (M)=319.332026.01 | 0.93 | |
| XLSR-MambaLoss Function=WCE2025.09 | 0.93 | |
| Fake-Mamba (L)Params (M)=319.722026.01 | 0.97 | |
| XLSR-ConformerLoss Function=WCE2025.09 | 0.97 | |
| MamBo-4-Hydra-N1Params (M)=318.022026.01 | 0.98 | |
| XLSR-Conformer+TCMParams (M)=319.772026.01 | 1.03 | |
| XLSR-Conformer-TCMLoss Function=WCE, experimental_setting=Original2025.09 | 1.03 | |
| OC+ACS2026.02 | 1.3 | |
| ASC+OCLoss Function=WCE2025.09 | 1.3 | |
| XLSR-Conformer-TCMLoss Function=WCE, experimental_setting=Reproduced2025.09 | 1.37 | |
| XLSR-ConformerParams (M)=319.742026.01 | 1.38 | |
| Wav2Vec+AASIST2Backbone=Wav2Vec, Head=AASIST22026.02 | 1.61 | |
| ResembleAI-2BTraining Protocol=Protocol 2 (multi-dataset), Model Scale=2000M, System Category=SOTA systems2026.03 | 1.64 | |
| XLSR-Conformer-TCMLoss Function=OC-Softmax2025.09 | 1.75 | |
| XLSR-Nes2NetXLoss Function=WCE, experimental_setting=Original2025.09 | 2 | |
| XLSR-Nes2NetXLoss Function=QAMO2025.09 | 2.29 | |
| XLS-R + HierConBackbone=XLS-R 300M, Head=HierCon2026.02 | 2.46 | |
| XLSR-Conformer-TCMLoss Function=QAMO2025.09 | 2.53 | |
| RawMambaParams (M)=0.7192026.01 | 2.84 | |
| XLSR-SLSParams (M)=341.492026.01 | 2.87 | |
| FTDKD2026.02 | 2.96 | |
| RawBMambaParams (M)=0.7192026.01 | 3.28 | |
| WavLM+ASPBackbone=WavLM, Head=ASP2026.02 | 3.31 | |
| XLSR-Nes2NetXLoss Function=OC-Softmax2025.09 | 3.36 | |
| BiCrossMamba-STParams (M)=0.5162026.01 | 3.39 | |
| WavLM+AttMBackbone=WavLM, Head=AttM2026.02 | 3.5 | |
| Wav2Vec+LinearBackbone=Wav2Vec, Head=Linear2026.02 | 3.63 | |
| XLS-R + SLSBackbone=XLS-R, Head=SLS2026.02 | 3.88 | |
| XLSR-Nes2NetXLoss Function=WCE, experimental_setting=Reproduced2025.09 | 3.9 | |
| DF-Arena 500MTraining Protocol=Protocol 2 (multi-dataset), Model Scale=500M, System Category=SOTA systems2026.03 | 4.23 | |
| WavLM+MFABackbone=WavLM, Head=MFA2026.02 | 5.08 | |
| W2V2-AASISTTraining Protocol=Protocol 2 (multi-dataset), Model Scale=317M, System Category=SOTA systems2026.03 | 6.01 | |
| MoLEXTraining Protocol=Protocol 2 (multi-dataset), Model Scale=376M, System Category=SOTA systems2026.03 | 6.32 | |
| WavLM ECAPA2026.03 | 6.67 | |
| W2V2-TCMTraining Protocol=Protocol 2 (multi-dataset), Model Scale=319M, System Category=SOTA systems2026.03 | 6.95 | |
| mHuBERT-Iter2Training Protocol=Protocol 2 (multi-dataset), Model Scale=100M, System Category=RAPTOR (ours)2026.03 | 7.02 | |
| DF-Arena 100M-V1Training Protocol=Protocol 2 (multi-dataset), Model Scale=100M, System Category=SOTA systems2026.03 | 7.61 | |
| WavLM-Base+Training Protocol=Protocol 2 (multi-dataset), Model Scale=100M, System Category=RAPTOR (ours)2026.03 | 8.66 | |
| mHuBERT-FinalTraining Protocol=Protocol 2 (multi-dataset), Model Scale=100M, System Category=RAPTOR (ours)2026.03 | 9.16 | |
| SNAP2026.03 | 9.46 | |
| mHuBERT-Iter1Training Protocol=Protocol 2 (multi-dataset), Model Scale=100M, System Category=RAPTOR (ours)2026.03 | 11.16 | |
| HuBERT-BaseTraining Protocol=Protocol 2 (multi-dataset), Model Scale=100M, System Category=RAPTOR (ours)2026.03 | 11.96 | |
| WavLM-BaseTraining Protocol=Protocol 2 (multi-dataset), Model Scale=100M, System Category=RAPTOR (ours)2026.03 | 13.07 | |
| WavLM2026.03 | 20.02 | |
| Wav2Vec 2.0 ECAPA2026.03 | 26.6 | |
| RawNet22026.03 | 29.71 | |
| AASIST2026.03 | 34.22 |