Spoofing Attack Detection on ASVspoof DF 2021
1.88EERXLSR-Mamba
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XLSR-Mambabackbone=XLSR, architecture=DuaBiMamba2024.11 | 1.88 | — | |
| XLSR+Conformer+TCMyear=20242024.11 | 2.25 | — | |
| WavLM-Large+MFAyear=20242024.11 | 2.56 | — | |
| XLSR+Conformeryear=20232024.11 | 2.58 | — | |
| XLSR+AASIST2year=20242024.11 | 2.77 | — | |
| MHFA-IVLing-VIBBackbone=XLSR2026.06 | 3.09 | 1.74 | |
| MHFA-IDFETraining case=Case 42026.03 | 3.58 | — | |
| MHFA-IVLingBackbone=XLSR2026.06 | 3.67 | 1.16 | |
| XLSR+AASISTyear=2022, averaging=average of three independent training sessions2024.11 | 3.69 | — | |
| MHFA-IVSpk-VIB2026.06 | 3.71 | — | |
| MHFA-IDFETraining case=Case 32026.03 | 4.29 | — | |
| MHFATraining case=Case 42026.03 | 4.44 | — | |
| MHFABackbone=XLSR2026.06 | 4.83 | — | |
| AASISTBackbone=XLSR2026.06 | 5.29 | — | |
| MHFA-VIBBackbone=XLSR2026.06 | 5.49 | -0.66 | |
| ConformerBackbone=XLSR2026.06 | 5.54 | — | |
| MHFATraining case=Case 32026.03 | 5.91 | — | |
| ConformerTraining case=Case 22026.03 | 7.27 | — | |
| MHFATraining case=Case 22026.03 | 7.27 | — | |
| AASISTTraining case=Case 22026.03 | 8.35 | — | |
| MHFATraining case=Case 12026.03 | 8.58 | — | |
| AASISTTraining case=Case 12026.03 | 9.6 | — | |
| ConformerTraining case=Case 12026.03 | 10.4 | — | |
| T272026.06 | 10.63 | — | |
| T362026.06 | 11.57 | — | |
| T432026.06 | 14.2 | — | |
| T232026.06 | 14.87 | — | |
| RawBMambayear=20242024.11 | 15.85 | — | |
| RawNet2year=20212024.11 | 22.38 | — | |
| WavLM-Large MoEType=MoE, SSL Backbone=WavLM-L (13), #Params=329M, MoE Insertion Position=last 6, Number of Experts (E)=4, Top-k Value (k)=1, Pooling Strategy=stat2026.06 | 29 | — | |
| WavLM-L (13)Type=Baseline, SSL Backbone=WavLM-L (13), #Params=178M, MoE Insertion Position=—, Number of Experts (E)=—, Top-k Value (k)=—, Pooling Strategy=—2026.06 | 30 | — |