Face Anti-Spoofing on Idiap Replay-Attack OCM → I
4.29HTERGAC-FAS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GAC-FASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 4.29 | 98.87 | — | |
| GAC-FASBackbone=ResNet-182024.02 | 4.29 | 98.87 | — | |
| FSFM ViT-BPretrain or Init=SSL(VF2), Backbone=ViT-B2024.12 | 4.63 | 99.03 | — | |
| DiVT-VBackbone=ViT-Base2024.03 | 5.71 | 97.73 | — | |
| UDG-FASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 5.86 | 98.62 | — | |
| UDG-FAS2024.02 | 5.86 | 98.62 | — | |
| UDG-FASPretrain or Init=SSL(LOO), Backbone=ResNet-182024.12 | 6.28 | 98.61 | — | |
| TTDGPretrain or Init=Scratch, DG FAS Technique=AL, ML, Backbone=CNN-based network (MADDG)2024.12 | 6.5 | 97.98 | — | |
| TTDG2024.03 | 6.5 | 97.98 | — | |
| SAFASPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 6.58 | 97.54 | — | |
| SA-FAS2024.02 | 6.58 | 97.54 | — | |
| MCF ViT-BPretrain or Init=SSL(LFc), Backbone=ViT-B2024.12 | 8.02 | 97.39 | — | |
| ViT-BPretrain or Init=Sup(IN), Backbone=ViT-B2024.12 | 8.45 | 96.91 | — | |
| SSAN-RPretrain or Init=Init(IN), DG FAS Technique=AL, CL, Backbone=ResNet-182024.12 | 8.88 | 96.79 | — | |
| SSAN-RBackbone=ResNet-182022.03 | 8.88 | 96.79 | — | |
| SSAN2024.02 | 8.88 | 96.79 | — | |
| TTDG-VBackbone=ViT-Base2024.03 | 9.62 | 98.18 | — | |
| IADGPretrain or Init=Scratch, Backbone=CNN-based network (MADDG)2024.12 | 10.62 | 94.5 | — | |
| IADG2023.04 | 10.62 | 94.5 | — | |
| IADG2024.02 | 10.62 | 94.5 | — | |
| IADG2024.03 | 11.04 | 93.15 | — | |
| HPDRPretrain or Init=Depth Net, Backbone=Dense Net2024.12 | 11.26 | 92.49 | — | |
| SA-FASevaluation_protocol=average over final 10 evaluations2024.02 | 11.48 | 95.74 | 77.05 | |
| SSDG-RPretrain or Init=Init(IN), DG FAS Technique=AL, CL, Backbone=ResNet-182024.12 | 11.71 | 96.59 | — | |
| SSDG-RBackbone=ResNet-182022.03 | 11.71 | 96.59 | — | |
| SSDG-RBackbone=ResNet2024.02 | 11.71 | 96.59 | — | |
| GAC-FASevaluation_protocol=average over final 10 evaluations2024.02 | 12.51 | 93.03 | 77.38 | |
| PatchNetPretrain or Init=Init(IN), Backbone=ResNet-182024.12 | 13.4 | 95.67 | — | |
| PathNet2024.02 | 13.4 | 95.67 | — | |
| SSAN-MBackbone=DepthNet2022.03 | 14 | 94.58 | — | |
| SSAN2023.04 | 14 | 94.58 | — | |
| SSAN2024.03 | 14 | 94.58 | — | |
| TTN-SBackbone=ViT-Base2024.03 | 14.15 | 94.06 | — | |
| DINO ViT-BPretrain or Init=SSL(IN), Backbone=ViT-B2024.12 | 14.27 | 93.56 | — | |
| NAS-FAS2022.03 | 14.51 | 93.84 | — | |
| SSDG-Revaluation_protocol=average over final 10 evaluations2024.02 | 14.65 | 91.93 | 53.68 | |
| ViT-BPretrain or Init=Scratch, Backbone=ViT-B2024.12 | 14.75 | 94.18 | — | |
| D2AM2022.03 | 15.43 | 91.22 | — | |
| D2AM2023.04 | 15.43 | 91.22 | — | |
| D2AM2024.02 | 15.43 | 91.22 | — | |
| D2AM2024.03 | 15.43 | 91.22 | — | |
| MAE ViT-BPretrain or Init=SSL(IN), Backbone=ViT-B2024.12 | 15.54 | 91.13 | — | |
| DRDG2022.03 | 15.56 | 91.79 | — | |
| DRDG2023.04 | 15.56 | 91.79 | — | |
| DRDG2024.02 | 15.56 | 91.79 | — | |
| DRDG2024.03 | 15.56 | 91.79 | — | |
| SDA2022.03 | 15.6 | 90.1 | — | |
| SDA2024.02 | 15.6 | 90.1 | — | |
| ANRL2022.03 | 16.03 | 91.04 | — | |
| ANRL2023.04 | 16.03 | 91.04 | — | |
| ANRL2024.02 | 16.03 | 91.04 | — | |
| ANRL2024.03 | 16.03 | 91.04 | — | |
| FGHVPretrain or Init=Depth Net, DG FAS Technique=DM, AL, Backbone=Dense Net2024.12 | 16.29 | 90.11 | — | |
| FGHV2024.03 | 16.29 | 90.11 | — | |
| ViTranZFASBackbone=ViT-Base2024.03 | 16.64 | 85.07 | — | |
| RFMeta2022.03 | 17.3 | 90.48 | — | |
| RFM2023.04 | 17.3 | 90.48 | — | |
| RFM2024.02 | 17.3 | 90.48 | — | |
| RFM2024.03 | 17.3 | 90.48 | — | |
| YCbCr+HSV-LBPClassifier=SVM-linear2015.11 | 17.7 | — | — | |
| SSDG-MBackbone=DepthNet2022.03 | 18.21 | 94.61 | — | |
| SSDG-M2023.04 | 18.21 | 94.61 | — | |
| SSDG-MBackbone=MobileNet2024.02 | 18.21 | 94.61 | — | |
| SSDG2024.03 | 18.21 | 94.61 | — | |
| AMELPretrain or Init=Scratch, DG FAS Technique=AL, ML, Backbone=CNN-based network (MADDG)2024.12 | 18.6 | 88.79 | — | |
| AMEL2023.04 | 18.6 | 88.79 | — | |
| AMEL2024.02 | 18.6 | 88.79 | — | |
| AMEL2024.03 | 18.6 | 88.79 | — | |
| EBDG2023.04 | 18.69 | 92.28 | — | |
| EBDG2024.02 | 18.69 | 92.28 | — | |
| EBDG2024.03 | 18.69 | 92.28 | — | |
| HSNBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 18.75 | 89.54 | — | |
| SA-FASBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 19.79 | 87.95 | — | |
| DR-MD-Net2022.03 | 20.87 | 86.72 | — | |
| MADDGPretrain or Init=Scratch, DG FAS Technique=DM, AL, Backbone=CNN-based network (MADDG)2024.12 | 22.19 | 84.99 | — | |
| MADDG2022.03 | 22.19 | 84.99 | — | |
| MADDG2023.04 | 22.19 | 84.99 | — | |
| MADDG2024.02 | 22.19 | 84.99 | — | |
| MADDG2024.03 | 22.19 | 84.99 | — | |
| YCbCr+HSV-LBPClassifier=SVM-RBF2015.11 | 22.5 | — | — | |
| SSDG-RBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 22.84 | 78.67 | — | |
| PatchNetevaluation_protocol=average over final 10 evaluations2024.02 | 29.75 | 80.53 | 54.25 | |
| PatchNetBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 29.75 | 80.53 | — | |
| MMD-AAE2022.03 | 31.58 | 75.18 | — | |
| MMD-AAE2023.04 | 31.58 | 75.18 | — | |
| MMD-AAE2024.02 | 31.58 | 75.18 | — | |
| Binary CNN2023.04 | 34.47 | 65.88 | — | |
| SSAN-Revaluation_protocol=average over final 10 evaluations2024.02 | 35.39 | 70.13 | 64 | |
| SSAN-RBackbone=ResNet-18, Training Protocol=Leave-one-out2025.03 | 35.39 | 70.13 | — | |
| ColorTexture2023.04 | 40.4 | 62.78 | — | |
| LBP2015.11 | 44.9 | — | — | |
| LBP-TOP2015.11 | 48.9 | — | — | |
| LBPTOP2023.04 | 49.45 | 49.54 | — | |
| Motion-Mag2015.11 | 50 | — | — | |
| Motion2015.11 | 50.2 | — | — | |
| MS_LBP2023.04 | 50.3 | 51.64 | — |