Face Anti-Spoofing on CASIA-FASD OMI → C
2.42HTERViT-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ViT-BPretrain or Init=Sup(IN), Backbone=ViT-B2024.12 | 2.42 | 99.52 | — | |
| FSFM ViT-BPretrain or Init=SSL(VF2), Backbone=ViT-B2024.12 | 3.16 | 99.41 | — | |
| TTDGPretrain or Init=Scratch, DG FAS Technique=AL, ML, Backbone=CNN-based network (MADDG)2024.12 | 8.14 | 96.49 | — | |
| GAC-FASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 8.2 | 95.16 | — | |
| GAC-FASBackbone=ResNet-182024.02 | 8.2 | 95.16 | — | |
| MCF ViT-BPretrain or Init=SSL(LFc), Backbone=ViT-B2024.12 | 8.46 | 96.9 | — | |
| IADGPretrain or Init=Scratch, Backbone=CNN-based network (MADDG)2024.12 | 8.7 | 96.44 | — | |
| IADG2024.02 | 8.7 | 96.4 | — | |
| SAFASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 8.78 | 95.37 | — | |
| SA-FAS2024.02 | 8.78 | 95.37 | — | |
| UDG-FASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 9.82 | 96.76 | — | |
| UDG-FAS2024.02 | 9.82 | 96.76 | — | |
| SSAN-RPretrain or Init=Init(IN), DG FAS Technique=AL, CL, Backbone=ResNet-182024.12 | 10 | 96.67 | — | |
| SSAN2024.02 | 10 | 96.67 | — | |
| SSDG-RPretrain or Init=Init(IN), DG FAS Technique=AL, CL, Backbone=ResNet-182024.12 | 10.44 | 95.94 | — | |
| SSDG-RBackbone=ResNet2024.02 | 10.44 | 95.94 | — | |
| HPDRPretrain or Init=Depth Net, Backbone=Dense Net2024.12 | 11.3 | 94.42 | — | |
| PatchNetPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 11.33 | 94.58 | — | |
| PathNet2024.02 | 11.33 | 94.58 | — | |
| UDG-FASPretrain or Init=SSL(LOO), Backbone=ResNet-182024.12 | 11.44 | 95.59 | — | |
| AMELPretrain or Init=Scratch, DG FAS Technique=AL, ML, Backbone=CNN-based network (MADDG)2024.12 | 11.88 | 94.39 | — | |
| AMEL2024.02 | 11.88 | 94.39 | — | |
| FGHVPretrain or Init=Depth Net, DG FAS Technique=DM, AL, Backbone=Dense Net2024.12 | 12.47 | 93.47 | — | |
| DINO ViT-BPretrain or Init=SSL(IN), Backbone=ViT-B2024.12 | 13.44 | 93.9 | — | |
| GAC-FASevaluation_protocol=average over final 10 evaluations2024.02 | 15.37 | 91.67 | 58.67 | |
| MAE ViT-BPretrain or Init=SSL(IN), Backbone=ViT-B2024.12 | 15.91 | 89.96 | — | |
| ANRL2024.02 | 17.85 | 89.26 | — | |
| EBDG2024.02 | 18.34 | 90.01 | — | |
| DRDG2024.02 | 19.05 | 88.79 | — | |
| SA-FASevaluation_protocol=average over final 10 evaluations2024.02 | 19.4 | 88.69 | 50.53 | |
| RFM2024.02 | 20.27 | 88.16 | — | |
| D2AM2024.02 | 20.98 | 85.58 | — | |
| SSDG-MBackbone=MobileNet2024.02 | 23.11 | 85.45 | — | |
| MADDGPretrain or Init=Scratch, DG FAS Technique=DM, AL, Backbone=CNN-based network (MADDG)2024.12 | 24.5 | 84.51 | — | |
| MADDG2024.02 | 24.5 | 84.51 | — | |
| SDA2024.02 | 24.5 | 84.4 | — | |
| SSAN-Revaluation_protocol=average over final 10 evaluations2024.02 | 26.44 | 78.84 | 45.36 | |
| SSDG-Revaluation_protocol=average over final 10 evaluations2024.02 | 28.76 | 80.91 | 41.47 | |
| ViT-BPretrain or Init=Scratch, Backbone=ViT-B2024.12 | 35.37 | 68.23 | — | |
| PatchNetevaluation_protocol=average over final 10 evaluations2024.02 | 36.26 | 71.38 | 19.22 | |
| MMD-AAE2024.02 | 44.59 | 58.29 | — |