Synthetic Speech Detection on ASVspoof DF 2021 (eval)
1.88EER (%)XLSR-Mamba
Evaluation results
| Method | Links | ||
|---|---|---|---|
| XLSR-Mamba2026.02 | 1.88 | — | |
| XLSR-Conformer + FGFMModule=FGFM2026.02 | 1.88 | — | |
| XLSR-SLS2026.02 | 1.92 | — | |
| XLSR-Conformer + TCMParams (M)=319.77, Utterance length evaluation=Fixed2024.06 | 2.06 | — | |
| XLSR-Conformer + TCMParams (M)=319.77, Utterance length evaluation=Variable2024.06 | 2.25 | — | |
| XLSR-Conformer+TCMReproduction Status=reproduced2026.02 | 2.25 | — | |
| XLSR-ConformerParams (M)=319.74, Utterance length evaluation=Fixed2024.06 | 2.27 | — | |
| XLSR-Transformer + FGFMModule=FGFM2026.02 | 2.37 | — | |
| XLSR-Transformer2026.02 | 2.43 | — | |
| XLSR-MoE2026.02 | 2.54 | — | |
| WavLM-MFA2026.02 | 2.56 | — | |
| XLSR-ConformerParams (M)=319.74, Utterance length evaluation=Variable2024.06 | 2.58 | — | |
| XLSR-ConformerReproduction Status=reproduced2026.02 | 2.58 | — | |
| XLSR-AASIST22026.02 | 2.77 | — | |
| XLSR-Conformer (reproduce)Params (M)=319.74, Utterance length evaluation=Fixed2024.06 | 2.79 | — | |
| XLSR-Conformer (reproduce)Params (M)=319.74, Utterance length evaluation=Variable2024.06 | 2.98 | — | |
| XLSR-AASISTParams (M)=317.84, Utterance length evaluation=Fixed2024.06 | 3.69 | — | |
| XLSR-AASIST2026.02 | 3.69 | — | |
| SNAP2026.03 | 5.42 | — | |
| WavLM2026.03 | 8.38 | — | |
| WavLM ECAPA2026.03 | 15.94 | — | |
| AASIST2026.03 | 16.94 | — | |
| RawNet2Params (M)=25.43, Utterance length evaluation=Fixed2024.06 | 22.38 | — | |
| Wav2Vec 2.0 ECAPA2026.03 | 22.43 | — | |
| RawNet22026.03 | 22.69 | — | |
| AASIST-BVenue=ICASSP ’222026.03 | — | 0.9059 | |
| AASIST-LVenue=ICASSP ’222026.03 | — | 0.8989 | |
| AFSS2026.03 | — | 0.9965 | |
| ConformerVenue=Interspeech ’232026.03 | — | 0.9903 | |
| SCLVenue=Interspeech ’242026.03 | — | 0.9968 |