Face Anti-Spoofing on PS -> CW (PADISI-USC, CASIA-SURF to CASIA-CeFA, WMCA) Protocol 3 (Cross-dataset)
6.3HTERMMDA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MMDAModality configuration=Multi-modal FAS2025.05 | 6.3 | 98.35 | |
| DADMModality configuration=Multi-modal FAS2025.05 | 20.4 | 89.51 | |
| FLIPModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 23.85 | 83.46 | |
| CLIPModality configuration=Multi-modal FAS2025.05 | 29.98 | 79.22 | |
| SA-FASModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 36.59 | 70.03 | |
| MMDGMethod Type=Ours2024.02 | 36.6 | 70.35 | |
| MMDGModality configuration=Multi-modal FAS2025.05 | 36.6 | 70.35 | |
| ViT + AMAMethod Type=FM2024.02 | 38.06 | 67.64 | |
| AMAModality configuration=Multi-modal FAS2025.05 | 38.06 | 67.64 | |
| SSANMethod Type=DG2024.02 | 39.1 | 67.19 | |
| SSANModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 39.1 | 67.19 | |
| CMFLMethod Type=MM2024.02 | 39.43 | 63.17 | |
| CMFLModality configuration=Multi-modal FAS2025.05 | 39.43 | 63.17 | |
| IADGMethod Type=DG2024.02 | 39.7 | 63.46 | |
| IADGModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 39.7 | 63.46 | |
| ViTAFMethod Type=DG2024.02 | 39.93 | 61.31 | |
| ViTAFModality configuration=Multi-modal FAS2025.05 | 39.93 | 61.31 | |
| ViTMethod Type=Baseline2024.02 | 42.75 | 60.41 | |
| ViTModality configuration=Multi-modal FAS2025.05 | 42.75 | 60.41 | |
| VP-FASMethod Type=FM2024.02 | 44.37 | 60.83 | |
| VP-FASModality configuration=Multi-modal FAS2025.05 | 44.37 | 60.83 | |
| SSDGMethod Type=DG2024.02 | 46.98 | 54.29 | |
| SSDGModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 46.98 | 54.29 | |
| MM-CDCNMethod Type=MM2024.02 | 47 | 51.94 | |
| MM-CDCNModality configuration=Multi-modal FAS2025.05 | 47 | 51.94 |