Spoof Speech Detection on ASVspoof LA 2021 (eval)
0.2116min-tDCFXLSR-Conformer
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| XLSR-ConformerParams (M)=319.74, Utterance length evaluation=Variable2024.06 | 0.2116 | 0.97 | — | — | — | |
| XLSR-AASISTParams (M)=317.84, Utterance length evaluation=Fixed2024.06 | 0.212 | 1 | — | — | — | |
| XLSR-Conformer + TCMParams (M)=319.77, Utterance length evaluation=Fixed2024.06 | 0.213 | 1.03 | — | — | — | |
| XLSR-Conformer + TCMParams (M)=319.77, Utterance length evaluation=Variable2024.06 | 0.2172 | 1.18 | — | — | — | |
| XLSR-Conformer (reproduce)Params (M)=319.74, Utterance length evaluation=Variable2024.06 | 0.22 | 1.26 | — | — | — | |
| XLSR-ConformerParams (M)=319.74, Utterance length evaluation=Fixed2024.06 | 0.2216 | 1.38 | — | — | — | |
| XLSR-Conformer (reproduce)Params (M)=319.74, Utterance length evaluation=Fixed2024.06 | 0.2226 | 1.4 | — | — | — | |
| TD-filterbanksBackend=ECAPA-TDNN, #Params=31k, Constraint=Shape+Clamp2021.09 | 0.2522 | — | — | — | — | |
| EAI-ADD2026.01 | 0.2533 | 3.29 | — | — | — | |
| FbanksBackend=ECAPA-TDNN, #Params=0, Constraint=Fixed2021.09 | 0.26 | — | 0 | — | — | |
| FastAudio-GaussBackend=ECAPA-TDNN, #Params=80, Constraint=Shape+Clamp2021.09 | 0.2611 | — | 0 | — | — | |
| f0+Res2Net2026.01 | 0.2642 | 3.61 | — | — | — | |
| FastAudio-TriBackend=ECAPA-TDNN, #Params=80, Constraint=Shape+Clamp2021.09 | 0.2661 | — | 0 | — | — | |
| DFSincNet2026.01 | 0.2731 | 3.38 | — | — | — | |
| LEAFBackend=ECAPA-TDNN, #Params=282, Constraint=Shape+Clamp2021.09 | 0.2753 | — | — | — | — | |
| nnAudioBackend=ECAPA-TDNN, #Params=8.04k, Constraint=No2021.09 | 0.2783 | — | 0 | — | — | |
| FbanksBackend=X-vector, #Params=0, Constraint=Fixed2021.09 | 0.2788 | — | 0 | — | — | |
| LEAFBackend=X-vector, #Params=282, Constraint=Shape+Clamp2021.09 | 0.2794 | — | — | — | — | |
| TD-filterbanksBackend=X-vector, #Params=31k, Constraint=Shape+Clamp2021.09 | 0.2827 | — | — | — | — | |
| FastAudio-SortBackend=X-vector, #Params=80, Constraint=Shape+Clamp+Order2021.09 | 0.293 | — | 0 | — | — | |
| FastAudio-TriBackend=X-vector, #Params=80, Constraint=Shape+Clamp2021.09 | 0.3047 | — | 0 | — | — | |
| RawFormerParams (M)=0.37, Utterance length evaluation=Variable2024.06 | 0.3088 | 4.53 | — | — | — | |
| FastAudio-GaussBackend=X-vector, #Params=80, Constraint=Shape+Clamp2021.09 | 0.3122 | — | 0 | — | — | |
| LFCCName=LFCC-LCNN, Constraint=Fixed, Backend=LCNN, Baseline=true2021.09 | 0.3152 | 8.9 | — | — | — | |
| RawFormerParams (M)=0.37, Utterance length evaluation=Fixed2024.06 | 0.3186 | 4.98 | — | — | — | |
| SE-Rawformer2026.01 | 0.3186 | 4.98 | — | — | — | |
| nnAudioBackend=X-vector, #Params=8.04k, Constraint=No2021.09 | 0.3376 | — | 0 | — | — | |
| AASISTParams (M)=0.30, Utterance length evaluation=Fixed2024.06 | 0.3398 | 5.59 | — | — | — | |
| AASIST2026.01 | 0.3398 | 5.59 | — | — | — | |
| CQTBackend=ECAPA-TDNN, #Params=0, Constraint=Fixed2021.09 | 0.3676 | — | 0 | — | — | |
| CQTBackend=X-vector, #Params=0, Constraint=Fixed2021.09 | 0.3812 | — | 0 | — | — | |
| FastAudio-SortBackend=ECAPA-TDNN, #Params=80, Constraint=Shape+Clamp+Order2021.09 | 0.388 | — | 0 | — | — | |
| SincNetName=RawNet2, Constraint=Fixed, Backend=ResNet, Baseline=false2021.09 | 0.4152 | 9.49 | — | — | — | |
| RawNet2Params (M)=25.43, Utterance length evaluation=Fixed2024.06 | 0.4257 | 9.5 | — | — | — | |
| CQCCName=CQCC-GMM, Constraint=Fixed, Backend=GMM, Baseline=true2021.09 | 0.4948 | 15.8 | — | — | — | |
| LFCCName=LFCC-GMM, Constraint=Fixed, Backend=GMM, Baseline=true2021.09 | 0.5836 | 21.13 | — | — | — | |
| MOSAIC2026.07 | 0.798 | 9.28 | — | — | — | |
| AASIST-BVenue=ICASSP ’222026.03 | — | — | — | — | 98.11 | |
| AASIST-LVenue=ICASSP ’222026.03 | — | — | — | — | 97.02 | |
| AFSS2026.03 | — | — | — | — | 96.1 | |
| ConformerVenue=Interspeech ’232026.03 | — | — | — | — | 99.42 | |
| MOSAICtraining=end-to-end (E2E) variant2026.07 | — | 12.89 | — | — | — | |
| SCLVenue=Interspeech ’242026.03 | — | — | — | — | 93.43 | |
| WavLM-MFA2026.02 | — | 5.08 | — | — | — | |
| WavLM+AM2026.07 | — | 3.5 | — | — | — | |
| WavLM+MFA2026.01 | — | 5.08 | — | — | — | |
| WavLM+RAD-MFA2026.01 | — | 4.83 | — | — | — | |
| XLSR-AASIST2026.02 | — | 1 | — | — | — | |
| XLSR-AASIST22026.02 | — | 1.61 | — | — | — | |
| XLSR-ConformerReproduction Status=reproduced2026.02 | — | 0.97 | — | — | — | |
| XLSR-Conformer + FGFMModule=FGFM2026.02 | — | 0.9 | — | — | — | |
| XLSR-Conformer+TCMReproduction Status=reproduced2026.02 | — | 1.18 | — | — | — | |
| XLSR-Mamba2026.02 | — | 0.93 | — | — | — | |
| XLSR-MoE2026.02 | — | 2.96 | — | — | — | |
| XLSR-SLS2026.02 | — | 5.08 | — | — | — | |
| XLSR-Transformer2026.02 | — | 1.96 | — | — | — | |
| XLSR-Transformer + FGFMModule=FGFM2026.02 | — | 1.82 | — | — | — |