Audio Deepfake Detection on FakeOrReal (FOR) (test)
0.29EERRawNetLite
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RawNetLiteArchitecture / Strategy=Raw waveform + GRU (no mix)2025.04 | 0.29 | — | — | — | |
| RawNetLite (Triple + Augmented)Architecture / Strategy=+ Mix + Focal + Augmentations2025.04 | 2.25 | — | — | — | |
| MOE LCNN FusionArchitecture / Strategy=MoE (enhanced) + Gating Net2025.04 | 2.74 | — | — | — | |
| FPM Anomaly DetectorArchitecture / Strategy=Feature Pyramid Matching (1-class)2025.04 | 9.1 | — | — | — | |
| Wav2Vec 2.0 (Small)Training Strategy=plasticity2026.03 | 12.6 | — | 11.25 | — | |
| ResNetTraining Strategy=dropin unfrozen2026.03 | 12.72 | 7.15 | 14.28 | 14.28 | |
| Wav2Vec 2.0Training Strategy=plasticity2026.03 | 12.94 | — | 95.57 | — | |
| ResNetTraining Strategy=dropin frozen2026.03 | 13.7 | 3.97 | 14.28 | 1.47 | |
| GRNNTraining Strategy=plasticity2026.03 | 14.05 | — | 0.06 | — | |
| ResNetTraining Strategy=plasticity2026.03 | 14.55 | — | 11.17 | — | |
| GRNNTraining Strategy=dropin unfrozen2026.03 | 16.27 | 506.93 | 0.1 | 0.1 | |
| Wav2Vec 2.0Training Strategy=LoRA2026.03 | 16.67 | — | 95.57 | 0.29 | |
| GRNNTraining Strategy=baseline2026.03 | 17.65 | 368.81 | 0.06 | 0.06 | |
| ResNetTraining Strategy=baseline2026.03 | 18.96 | 6.2 | 11.17 | 11.17 | |
| GRNNTraining Strategy=dropin frozen2026.03 | 19.14 | 255.87 | 0.1 | 0.03 | |
| Wav2Vec 2.0 (Small)Training Strategy=dropin frozen2026.03 | 19.82 | 209.59 | 14.21 | 3.02 | |
| Wav2Vec 2.0 (Small)Training Strategy=dropin unfrozen2026.03 | 20.02 | 364.57 | 14.21 | 14.21 | |
| Wav2Vec 2.0Training Strategy=dropin unfrozen2026.03 | 21.13 | 202.77 | 102.83 | 102.83 | |
| Wav2Vec 2.0Training Strategy=baseline2026.03 | 21.81 | 193.55 | 95.57 | 95.57 | |
| Wav2Vec 2.0Training Strategy=dropin frozen2026.03 | 24.3 | 142.69 | 102.83 | 8.47 | |
| RawNet2 BaselineArchitecture / Strategy=Raw waveform + GRU + Attention2025.04 | 25.1 | — | — | — | |
| Wav2Vec 2.0 (Small)Training Strategy=LoRA2026.03 | 30.53 | — | 11.25 | 0.09 | |
| Wav2Vec 2.0 (Small)Training Strategy=baseline2026.03 | 33.27 | 252.3 | 11.25 | 11.25 |