Face Anti-Spoofing on OULU-NPU ICM → O
7.68HTERFSFM ViT-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FSFM ViT-BPretrain or Init=SSL(VF2), Backbone=ViT-B2024.12 | 7.68 | 97.11 | — | |
| GAC-FASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 8.6 | 97.16 | — | |
| GAC-FASBackbone=ResNet-182024.02 | 8.6 | 97.16 | — | |
| IADGPretrain or Init=Scratch, Backbone=CNN-based network (MADDG)2024.12 | 8.86 | 97.14 | — | |
| IADG2023.04 | 8.86 | 97.14 | — | |
| IADG2024.02 | 8.86 | 97.14 | — | |
| GAC-FASevaluation_protocol=average over final 10 evaluations2024.02 | 9.89 | 96.44 | 80.47 | |
| HPDRPretrain or Init=Depth Net, Backbone=Dense Net2024.12 | 9.93 | 95.26 | — | |
| SAFASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 10 | 96.23 | — | |
| TTDGPretrain or Init=Scratch, DG FAS Technique=AL, ML, Backbone=CNN-based network (MADDG)2024.12 | 10 | 95.7 | — | |
| SA-FAS2024.02 | 10 | 96.23 | — | |
| TTDGTest-time domain generalization=true2024.03 | 10 | 95.7 | — | |
| TTDG2024.03 | 10 | 95.7 | — | |
| TTDG-VBackbone=ViT-Base2024.03 | 10 | 96.15 | — | |
| MCF ViT-BPretrain or Init=SSL(LFc), Backbone=ViT-B2024.12 | 10.7 | 95.64 | — | |
| UDG-FASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 10.97 | 95.36 | — | |
| UDG-FAS2024.02 | 10.97 | 95.36 | — | |
| SA-FASevaluation_protocol=average over final 10 evaluations2024.02 | 11.29 | 95.23 | 73.38 | |
| AMELPretrain or Init=Scratch, DG FAS Technique=AL, ML, Backbone=CNN-based network (MADDG)2024.12 | 11.31 | 93.96 | — | |
| AMEL2023.04 | 11.31 | 93.96 | — | |
| AMEL2024.02 | 11.31 | 93.96 | — | |
| AMEL2024.03 | 11.31 | 93.96 | — | |
| IADG2024.03 | 11.45 | 94.5 | — | |
| PatchNetPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 11.82 | 95.07 | — | |
| PathNet2024.02 | 11.82 | 95.07 | — | |
| ViT-BPretrain or Init=Sup(IN), Backbone=ViT-B2024.12 | 11.86 | 94.62 | — | |
| UDG-FASPretrain or Init=SSL(LOO), Backbone=ResNet-182024.12 | 12.18 | 94.36 | — | |
| TTN-SBackbone=ViT-Base2024.03 | 12.64 | 94.2 | — | |
| Sty.-ProTest-time domain generalization=true2024.03 | 13.19 | 93.69 | — | |
| TF-CalTest-time domain generalization=true2024.03 | 13.29 | 93.71 | — | |
| HSNBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 13.45 | 94.34 | — | |
| FGHVPretrain or Init=Depth Net, DG FAS Technique=DM, AL, Backbone=Dense Net2024.12 | 13.58 | 93.55 | — | |
| FGHV2024.03 | 13.58 | 93.55 | — | |
| SSAN-RPretrain or Init=Init(IN), DG FAS Technique=AL, CL, Backbone=ResNet-182024.12 | 13.72 | 93.63 | — | |
| SSAN-RBackbone=ResNet-182022.03 | 13.72 | 93.63 | — | |
| SSAN2024.02 | 13.72 | 93.63 | — | |
| NAS-FAS2022.03 | 13.8 | 93.43 | — | |
| SA-FASBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 14.23 | 93.29 | — | |
| D2AM2022.03 | 15.27 | 90.87 | — | |
| D2AM2023.04 | 15.27 | 90.87 | — | |
| D2AM2024.02 | 15.27 | 90.87 | — | |
| D2AM2024.03 | 15.27 | 90.87 | — | |
| DCNTest-time domain generalization=true2024.03 | 15.52 | 90.44 | — | |
| DINO ViT-BPretrain or Init=SSL(IN), Backbone=ViT-B2024.12 | 15.55 | 90.99 | — | |
| SSDG-RPretrain or Init=Init(IN), DG FAS Technique=AL, CL, Backbone=ResNet-182024.12 | 15.61 | 91.54 | — | |
| SSDG-RBackbone=ResNet-182022.03 | 15.61 | 91.54 | — | |
| SSDG-RBackbone=ResNet2024.02 | 15.61 | 91.54 | — | |
| DRDG2022.03 | 15.63 | 91.75 | — | |
| DRDG2023.04 | 15.63 | 91.75 | — | |
| DRDG2024.02 | 15.63 | 91.75 | — | |
| DRDG2024.03 | 15.63 | 91.75 | — | |
| EBDG2023.04 | 15.66 | 92.02 | — | |
| EBDG2024.02 | 15.66 | 92.02 | — | |
| EBDG2024.03 | 15.66 | 92.02 | — | |
| ANRL2022.03 | 15.67 | 91.9 | — | |
| ANRL2023.04 | 15.67 | 91.9 | — | |
| ANRL2024.02 | 15.67 | 91.9 | — | |
| ANRL2024.03 | 15.67 | 91.9 | — | |
| ViTranZFASBackbone=ViT-Base2024.03 | 15.67 | 89.59 | — | |
| SSDG-Revaluation_protocol=average over final 10 evaluations2024.02 | 15.83 | 92.13 | 66.54 | |
| SSDG-RBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 15.83 | 92.13 | — | |
| RFMeta2022.03 | 16.45 | 91.16 | — | |
| RFM2023.04 | 16.45 | 91.16 | — | |
| RFM2024.02 | 16.45 | 91.16 | — | |
| RFM2024.03 | 16.45 | 91.16 | — | |
| MAE ViT-BPretrain or Init=SSL(IN), Backbone=ViT-B2024.12 | 16.51 | 90.29 | — | |
| GAC-FASBackbone=ResNet-182024.02 | 17.88 | 89.67 | — | |
| DiVT-VBackbone=ViT-Base2024.03 | 18.06 | 90.21 | — | |
| IAGDBackbone=ResNet-182024.02 | 18.47 | 90.49 | — | |
| SSAN-MBackbone=DepthNet2022.03 | 19.51 | 88.17 | — | |
| SSAN2023.04 | 19.51 | 88.17 | — | |
| SSAN2024.03 | 19.51 | 88.17 | — | |
| AMELBackbone=ResNet-182024.02 | 19.68 | 87.01 | — | |
| SDA2022.03 | 23.1 | 84.3 | — | |
| SDA2024.02 | 23.1 | 84.3 | — | |
| PatchNetevaluation_protocol=average over final 10 evaluations2024.02 | 23.49 | 84.62 | 39.39 | |
| PatchNetBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 23.49 | 84.62 | — | |
| DR-MD-Net2022.03 | 25.02 | 81.47 | — | |
| SSDG-MBackbone=DepthNet2022.03 | 25.17 | 81.83 | — | |
| SSDG-M2023.04 | 25.17 | 81.83 | — | |
| SSDG-MBackbone=MobileNet2024.02 | 25.17 | 81.83 | — | |
| SSDG2024.03 | 25.17 | 81.83 | — | |
| SSAN-Revaluation_protocol=average over final 10 evaluations2024.02 | 25.72 | 79.37 | 36.75 | |
| SSAN-RBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 25.72 | 79.37 | — | |
| EBDGBackbone=ResNet-182024.02 | 25.94 | 78.28 | — | |
| D2AMBackbone=ResNet-182024.02 | 27.7 | 75.36 | — | |
| MADDGPretrain or Init=Scratch, DG FAS Technique=DM, AL, Backbone=CNN-based network (MADDG)2024.12 | 27.98 | 80.02 | — | |
| MADDG2022.03 | 27.98 | 80.02 | — | |
| MADDG2023.04 | 27.98 | 80.02 | — | |
| MADDG2024.02 | 27.98 | 80.02 | — | |
| MADDG2024.03 | 27.98 | 80.02 | — | |
| SSAN-MBackbone=DepthNet2022.03 | 29.44 | 76.62 | — | |
| SSANBackbone=ResNet-182024.02 | 29.44 | 76.62 | — | |
| Binary CNN2023.04 | 29.61 | 77.54 | — | |
| ANRL2022.03 | 30.73 | 74.1 | — | |
| ANRLBackbone=ResNet-182024.02 | 30.73 | 74.1 | — | |
| ViT-BPretrain or Init=Scratch, Backbone=ViT-B2024.12 | 31.65 | 71.55 | — | |
| DRDGBackbone=ResNet-182024.02 | 33.35 | 69.14 | — | |
| DR-MD-Net2022.03 | 34.02 | 72.65 | — | |
| SSDG-MBackbone=DepthNet2022.03 | 36.01 | 66.88 | — |