Audio Deepfake Detection on ASVspoof LA 2019 (test)
0.04Test EER (%)Wav2Vec 2.0
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Wav2Vec 2.0Training Strategy=plasticity2026.03 | 0.04 | — | 95.57 | — | |
| Wav2Vec 2.0Training Strategy=dropin unfrozen2026.03 | 0.44 | 0.25 | 102.83 | 102.83 | |
| Wav2Vec 2.0Training Strategy=dropin frozen2026.03 | 1.64 | 0.18 | 102.83 | 8.47 | |
| Wav2Vec 2.0Training Strategy=LoRA2026.03 | 2.08 | — | 95.57 | 0.29 | |
| Wav2Vec 2.0Training Strategy=baseline2026.03 | 2.45 | 0.24 | 95.57 | 95.57 | |
| ResNetTraining Strategy=dropin unfrozen2026.03 | 7.6 | 6.72 | 14.28 | 14.28 | |
| Wav2Vec 2.0 (Small)Training Strategy=dropin unfrozen2026.03 | 8.44 | 1.21 | 14.21 | 14.21 | |
| Wav2Vec 2.0 (Small)Training Strategy=plasticity2026.03 | 9.51 | — | 11.25 | — | |
| ResNetTraining Strategy=plasticity2026.03 | 9.7 | — | 11.17 | — | |
| Wav2Vec 2.0 (Small)Training Strategy=baseline2026.03 | 11.06 | 1.15 | 11.25 | 11.25 | |
| Wav2Vec 2.0 (Small)Training Strategy=LoRA2026.03 | 11.1 | — | 11.25 | 0.09 | |
| ResNetTraining Strategy=dropin frozen2026.03 | 11.98 | 3.49 | 14.28 | 1.47 | |
| Wav2Vec 2.0 (Small)Training Strategy=dropin frozen2026.03 | 12.2 | 0.74 | 14.21 | 3.02 | |
| ResNetTraining Strategy=baseline2026.03 | 14.69 | 5.46 | 11.17 | 11.17 | |
| GRNNTraining Strategy=dropin unfrozen2026.03 | 16.64 | 477.79 | 0.1 | 0.1 | |
| GRNNTraining Strategy=plasticity2026.03 | 17.82 | — | 0.06 | — | |
| GRNNTraining Strategy=dropin frozen2026.03 | 18.48 | 240.45 | 0.1 | 0.03 | |
| GRNNTraining Strategy=baseline2026.03 | 19.84 | 343.35 | 0.06 | 0.06 |