Face Anti-Spoofing on CASIA-CeFA, PADISI, CASIA-SURF, WMCA (Protocol 2)
6.83HTERViTAF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ViTAFsupplementary source dataset=CelebA-Spoof [57], shots=5-shot2024.03 | 6.83 | — | |
| CFPLsupplementary source dataset=CelebA-Spoof [57]2024.03 | 7.01 | — | |
| FLIP-MCLsupplementary source dataset=CelebA-Spoof [57]2024.03 | 8.61 | — | |
| ViTsupplementary source dataset=CelebA-Spoof [57]2024.03 | 10.82 | — | |
| CFPL2024.03 | 10.88 | — | |
| MMDAFramework=Multi-modal FAS2025.05 | 11.1 | 93.97 | |
| CoOp2024.03 | 13.06 | — | |
| CLIP2024.03 | 13.87 | — | |
| CLIP-V2024.03 | 15.33 | — | |
| ViT2024.03 | 18.44 | — | |
| DADMFramework=Multi-modal FAS2025.05 | 21.56 | 85.17 | |
| MMDGType=Ours2024.02 | 23.39 | 83.82 | |
| FLIPFramework=Uni-modal DG (Concat + 1x1 Conv)2025.05 | 23.66 | 83.9 | |
| MMDGType=Ours2024.02 | 24.51 | 82.69 | |
| MMDGType=Ours2024.02 | 24.89 | 82.39 | |
| MMDGFramework=Multi-modal FAS2025.05 | 24.89 | 82.39 | |
| MMDGType=Ours2024.02 | 25.26 | 81.86 | |
| CLIPFramework=Multi-modal FAS2025.05 | 28.07 | 77 | |
| VP-FASType=FM2024.02 | 29.13 | 78.27 | |
| VP-FASFramework=Multi-modal FAS2025.05 | 29.13 | 78.27 | |
| ViT + AMAType=FM2024.02 | 29.25 | 77.7 | |
| AMAFramework=Multi-modal FAS2025.05 | 29.25 | 77.7 | |
| VP-FASType=FM2024.02 | 29.63 | 77.51 | |
| VP-FASType=FM2024.02 | 29.74 | 77.36 | |
| VP-FASType=FM2024.02 | 30.47 | 76.31 | |
| CMFLType=MM2024.02 | 30.55 | 75.42 | |
| ViT + AMAType=FM2024.02 | 31.01 | 75.86 | |
| CMFLType=MM2024.02 | 31.27 | 74.78 | |
| CMFLType=MM2024.02 | 31.37 | 74.62 | |
| CMFLFramework=Multi-modal FAS2025.05 | 31.37 | 74.62 | |
| ViT + AMAType=FM2024.02 | 31.48 | 75.82 | |
| CMFLType=MM2024.02 | 31.89 | 74.29 | |
| ViT + AMAType=FM2024.02 | 32.3 | 74.06 | |
| SSANType=DG2024.02 | 33.52 | 73.38 | |
| ViTAFType=DG2024.02 | 34.99 | 73.22 | |
| ViTAFFramework=Multi-modal FAS2025.05 | 34.99 | 73.22 | |
| ViTAFType=DG2024.02 | 35.59 | 70.64 | |
| ViTAFType=DG2024.02 | 35.88 | 69.4 | |
| ViTAFType=DG2024.02 | 35.89 | 69.61 | |
| ViTType=Baseline2024.02 | 36.2 | 69.02 | |
| SA-FASFramework=Uni-modal DG (Concat + 1x1 Conv)2025.05 | 36.3 | 69.07 | |
| SSANType=DG2024.02 | 36.77 | 69.21 | |
| ViTType=Baseline2024.02 | 36.77 | 68.19 | |
| SSANFramework=Uni-modal DG (Concat + 1x1 Conv)2025.05 | 36.77 | 69.21 | |
| SSANType=DG2024.02 | 37.16 | 68.17 | |
| IADGType=DG2024.02 | 37.5 | 66.9 | |
| SSDGType=DG2024.02 | 37.64 | 66.57 | |
| ViTType=Baseline2024.02 | 37.67 | 67.3 | |
| SSDGType=DG2024.02 | 38.58 | 65.75 | |
| SSDGType=DG2024.02 | 38.92 | 65.45 | |
| SSDGFramework=Uni-modal DG (Concat + 1x1 Conv)2025.05 | 38.92 | 65.45 | |
| SSDGType=DG2024.02 | 39.18 | 65.22 | |
| ViTType=Baseline2024.02 | 40.04 | 64.69 | |
| ViTFramework=Multi-modal FAS2025.05 | 40.04 | 64.69 | |
| IADGType=DG2024.02 | 40.13 | 62.49 | |
| IADGType=DG2024.02 | 40.72 | 58.72 | |
| IADGFramework=Uni-modal DG (Concat + 1x1 Conv)2025.05 | 40.72 | 58.72 | |
| SSANType=DG2024.02 | 41.2 | 61.92 | |
| IADGType=DG2024.02 | 42.17 | 61.83 | |
| MM-CDCNType=MM2024.02 | 43.6 | 58.38 | |
| MM-CDCNType=MM2024.02 | 44.35 | 56.27 | |
| MM-CDCNType=MM2024.02 | 44.54 | 55.08 | |
| MM-CDCNType=MM2024.02 | 44.9 | 55.35 | |
| MM-CDCNFramework=Multi-modal FAS2025.05 | 44.9 | 55.35 |