Face Anti-Spoofing on MSU-MFSD OCI → M
3.52HTERViT-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ViT-BPretrain or Init=Sup(IN), Backbone=ViT-B2024.12 | 3.52 | 98.74 | — | |
| FSFM ViT-BPretrain or Init=SSL(VF2), Backbone=ViT-B2024.12 | 3.78 | 99.15 | — | |
| MCF ViT-BPretrain or Init=SSL(LFc), Backbone=ViT-B2024.12 | 4 | 98.84 | — | |
| TTDG-VBackbone=ViT-Base2024.03 | 4.16 | 98.48 | — | |
| HPDRPretrain or Init=Depth Net, Backbone=Dense Net2024.12 | 4.58 | 96.02 | — | |
| GAC-FASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 5 | 97.56 | — | |
| GAC-FASBackbone=ResNet-182024.02 | 5 | 97.56 | — | |
| IADGPretrain or Init=Scratch, Backbone=CNN-based network (MADDG)2024.12 | 5.41 | 98.19 | — | |
| IADG2023.04 | 5.41 | 98.19 | — | |
| IADG2024.02 | 5.41 | 98.19 | — | |
| UDG-FASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 5.95 | 98.47 | — | |
| SAFASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 5.95 | 96.55 | — | |
| SA-FAS2024.02 | 5.95 | 96.55 | — | |
| UDG-FAS2024.02 | 5.95 | 98.47 | — | |
| SSAN-RPretrain or Init=Init(IN), DG FAS Technique=AL, CL, Backbone=ResNet-182024.12 | 6.67 | 98.75 | — | |
| SSAN-RBackbone=ResNet-182022.03 | 6.67 | 98.75 | — | |
| SSAN2024.02 | 6.67 | 98.75 | — | |
| DINO ViT-BPretrain or Init=SSL(IN), Backbone=ViT-B2024.12 | 6.73 | 97.15 | — | |
| PatchNetPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 7.1 | 98.46 | — | |
| PathNet2024.02 | 7.1 | 98.46 | — | |
| UDG-FASPretrain or Init=SSL(LOO), Backbone=ResNet-182024.12 | 7.14 | 97.31 | — | |
| SSDG-RPretrain or Init=Init(IN), DG FAS Technique=AL, CL, Backbone=ResNet-182024.12 | 7.38 | 97.17 | — | |
| SSDG-RBackbone=ResNet-182022.03 | 7.38 | 97.17 | — | |
| SSDG-RBackbone=ResNet2024.02 | 7.38 | 97.17 | — | |
| TTDGPretrain or Init=Scratch, DG FAS Technique=AL, ML, Backbone=CNN-based network (MADDG)2024.12 | 7.91 | 96.83 | — | |
| TTDG2024.03 | 7.91 | 96.83 | — | |
| IADG2024.03 | 8.45 | 96.99 | — | |
| FGHVPretrain or Init=Depth Net, DG FAS Technique=DM, AL, Backbone=Dense Net2024.12 | 9.17 | 96.92 | — | |
| FGHV2024.03 | 9.17 | 96.92 | — | |
| EBDG2023.04 | 9.56 | 97.17 | — | |
| EBDG2024.02 | 9.56 | 97.17 | — | |
| EBDG2024.03 | 9.56 | 97.17 | — | |
| TTN-SBackbone=ViT-Base2024.03 | 9.58 | 95.79 | — | |
| DiVT-VBackbone=ViT-Base2024.03 | 10 | 96.64 | — | |
| AMELPretrain or Init=Scratch, DG FAS Technique=AL, ML, Backbone=CNN-based network (MADDG)2024.12 | 10.23 | 96.62 | — | |
| AMEL2023.04 | 10.23 | 96.62 | — | |
| AMEL2024.02 | 10.23 | 96.62 | — | |
| AMEL2024.03 | 10.23 | 96.62 | — | |
| MAE ViT-BPretrain or Init=SSL(IN), Backbone=ViT-B2024.12 | 10.32 | 94.87 | — | |
| SSAN-MBackbone=DepthNet2022.03 | 10.42 | 94.76 | — | |
| SSAN2023.04 | 10.42 | 94.76 | — | |
| SSAN2024.03 | 10.42 | 94.76 | — | |
| ANRL2022.03 | 10.83 | 96.75 | — | |
| ANRL2023.04 | 10.83 | 96.75 | — | |
| ANRL2024.02 | 10.83 | 96.75 | — | |
| ANRL2024.03 | 10.83 | 96.75 | — | |
| ViTranZFASBackbone=ViT-Base2024.03 | 10.95 | 95.05 | — | |
| GAC-FASevaluation_protocol=average over final 10 evaluations2024.02 | 12.29 | 95.35 | 72 | |
| DRDG2022.03 | 12.43 | 95.81 | — | |
| DRDG2023.04 | 12.43 | 95.81 | — | |
| DRDG2024.02 | 12.43 | 95.81 | — | |
| DRDG2024.03 | 12.43 | 95.81 | — | |
| D2AM2022.03 | 12.7 | 95.66 | — | |
| D2AM2023.04 | 12.7 | 95.66 | — | |
| D2AM2024.02 | 12.7 | 95.66 | — | |
| D2AM2024.03 | 12.7 | 95.66 | — | |
| RFMeta2022.03 | 13.89 | 93.98 | — | |
| RFM2023.04 | 13.89 | 93.98 | — | |
| RFM2024.02 | 13.89 | 93.98 | — | |
| RFM2024.03 | 13.89 | 93.98 | — | |
| SA-FASevaluation_protocol=average over final 10 evaluations2024.02 | 14.36 | 92.06 | 55.71 | |
| ViT-BPretrain or Init=Scratch, Backbone=ViT-B2024.12 | 15.37 | 90.73 | — | |
| SDA2022.03 | 15.4 | 91.8 | — | |
| SDA2024.02 | 15.4 | 91.8 | — | |
| SSDG-MBackbone=DepthNet2022.03 | 16.67 | 90.47 | — | |
| SSDG-M2023.04 | 16.67 | 90.47 | — | |
| SSDG-MBackbone=MobileNet2024.02 | 16.67 | 90.47 | — | |
| SSDG2024.03 | 16.67 | 90.47 | — | |
| DR-MD-Net2022.03 | 17.02 | 90.1 | — | |
| MADDGPretrain or Init=Scratch, DG FAS Technique=DM, AL, Backbone=CNN-based network (MADDG)2024.12 | 17.69 | 88.06 | — | |
| MADDG2022.03 | 17.69 | 88.06 | — | |
| MADDG2023.04 | 17.69 | 88.06 | — | |
| MADDG2024.02 | 17.69 | 88.06 | — | |
| MADDG2024.03 | 17.69 | 88.06 | — | |
| NAS-FAS2022.03 | 19.53 | 88.63 | — | |
| SSAN-Revaluation_protocol=average over final 10 evaluations2024.02 | 21.79 | 84.06 | 51.91 | |
| SSDG-Revaluation_protocol=average over final 10 evaluations2024.02 | 22.84 | 78.67 | 50.8 | |
| PatchNetevaluation_protocol=average over final 10 evaluations2024.02 | 25.92 | 83.43 | 38.75 | |
| MMD-AAE2022.03 | 27.08 | 83.19 | — | |
| MMD-AAE2023.04 | 27.08 | 83.19 | — | |
| MMD-AAE2024.02 | 27.08 | 83.19 | — | |
| ColorTexture2023.04 | 28.09 | 78.47 | — | |
| Binary CNN2023.04 | 29.25 | 82.87 | — | |
| MS_LBP2023.04 | 29.76 | 78.5 | — | |
| LBPTOP2023.04 | 36.9 | 70.8 | — |