Face Anti-Spoofing on CASIA-CeFA, WMCA, PADISI-USC, CASIA-SURF (PS Protocol 3 Cross-dataset)
7.52HTERMMDA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MMDAModality configuration=Multi-modal FAS2025.05 | 7.52 | 96.84 | |
| DADMModality configuration=Multi-modal FAS2025.05 | 12.61 | 93.81 | |
| FLIPModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 15.92 | 92.38 | |
| CLIPModality configuration=Multi-modal FAS2025.05 | 19.36 | 90.57 | |
| MMDGMethod Type=Ours2024.02 | 20.12 | 88.24 | |
| MMDGModality configuration=Multi-modal FAS2025.05 | 20.12 | 88.24 | |
| IADGMethod Type=DG2024.02 | 22.82 | 83.85 | |
| IADGModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 22.82 | 83.85 | |
| SA-FASModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 25.2 | 81.06 | |
| SSDGMethod Type=DG2024.02 | 25.34 | 80.17 | |
| SSDGModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 25.34 | 80.17 | |
| VP-FASMethod Type=FM2024.02 | 25.9 | 81.79 | |
| VP-FASModality configuration=Multi-modal FAS2025.05 | 25.9 | 81.79 | |
| SSANMethod Type=DG2024.02 | 26.55 | 80.06 | |
| SSANModality configuration=Uni-modal DG (Concat + 1×1 Conv)2025.05 | 26.55 | 80.06 | |
| ViT + AMAMethod Type=FM2024.02 | 29.25 | 76.89 | |
| AMAModality configuration=Multi-modal FAS2025.05 | 29.25 | 76.89 | |
| MM-CDCNMethod Type=MM2024.02 | 29.28 | 76.88 | |
| MM-CDCNModality configuration=Multi-modal FAS2025.05 | 29.28 | 76.88 | |
| ViTAFMethod Type=DG2024.02 | 29.64 | 77.36 | |
| ViTAFModality configuration=Multi-modal FAS2025.05 | 29.64 | 77.36 | |
| CMFLMethod Type=MM2024.02 | 31.86 | 72.75 | |
| CMFLModality configuration=Multi-modal FAS2025.05 | 31.86 | 72.75 | |
| ViTMethod Type=Baseline2024.02 | 42.66 | 57.8 | |
| ViTModality configuration=Multi-modal FAS2025.05 | 42.66 | 57.8 |