Audio Deepfake Detection on ASVspoof PA 2019 (test)
4.34Test EERWav2Vec 2.0
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Wav2Vec 2.0Training Strategy=plasticity2026.03 | 4.34 | — | 95.57 | — | |
| ResNetTraining Strategy=dropin frozen2026.03 | 6.11 | 3.79 | 14.28 | 1.47 | |
| Wav2Vec 2.0Training Strategy=LoRA2026.03 | 7.54 | — | 95.57 | 0.29 | |
| Wav2Vec 2.0Training Strategy=dropin frozen2026.03 | 7.87 | 29.09 | 102.83 | 8.47 | |
| Wav2Vec 2.0Training Strategy=baseline2026.03 | 7.89 | 94.23 | 95.57 | 95.57 | |
| Wav2Vec 2.0Training Strategy=dropin unfrozen2026.03 | 8.18 | 86.64 | 102.83 | 102.83 | |
| ResNetTraining Strategy=dropin unfrozen2026.03 | 9.14 | 6.84 | 14.28 | 14.28 | |
| ResNetTraining Strategy=plasticity2026.03 | 9.7 | — | 11.17 | — | |
| Wav2Vec 2.0 (Small)Training Strategy=plasticity2026.03 | 10.75 | — | 11.25 | — | |
| Wav2Vec 2.0 (Small)Training Strategy=dropin frozen2026.03 | 11.97 | 10.27 | 14.21 | 3.02 | |
| Wav2Vec 2.0 (Small)Training Strategy=baseline2026.03 | 11.98 | 21.94 | 11.25 | 11.25 | |
| ResNetTraining Strategy=baseline2026.03 | 14.08 | 5.82 | 11.17 | 11.17 | |
| Wav2Vec 2.0 (Small)Training Strategy=dropin unfrozen2026.03 | 14.72 | 25.25 | 14.21 | 14.21 | |
| Wav2Vec 2.0 (Small)Training Strategy=LoRA2026.03 | 16.52 | — | 11.25 | 0.09 | |
| GRNNTraining Strategy=dropin frozen2026.03 | 17.5 | 250.41 | 0.1 | 0.03 | |
| GRNNTraining Strategy=plasticity2026.03 | 18.19 | — | 0.06 | — | |
| GRNNTraining Strategy=dropin unfrozen2026.03 | 18.68 | 494.3 | 0.1 | 0.1 | |
| GRNNTraining Strategy=baseline2026.03 | 19.13 | 355.88 | 0.06 | 0.06 |