Face Anti-Spoofing on Replay-Attack I (test)
0.43HTERTAR-FAS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TAR-FASProtocol=O&C&M to I2026.03 | 0.43 | 99.86 | |
| CPG-PADSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 0.71 | 99.8 | |
| FaceCoT2025.06 | 1 | 99.83 | |
| CPG-PADSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 1.29 | 99.9 | |
| I-FAS2025.06 | 3.22 | 98.48 | |
| I-FASProtocol=O&C&M to I2026.03 | 3.22 | 98.48 | |
| FGPLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 3.5 | 99.54 | |
| DIVT-M2025.06 | 3.71 | 99.29 | |
| DiVT-MProtocol=O&C&M to I2026.03 | 3.71 | 99.29 | |
| DiVT-MSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 3.71 | 99.29 | |
| CCPESupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 4.15 | 99.31 | |
| FLIP2025.06 | 4.25 | 99.07 | |
| FLIPProtocol=O&C&M to I2026.03 | 4.25 | 99.07 | |
| FLIP-MCLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 4.25 | 99.07 | |
| GAC-FAS2025.06 | 4.29 | 98.87 | |
| GAC-FASProtocol=O&C&M to I2026.03 | 4.29 | 98.87 | |
| GAC-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 4.29 | 98.87 | |
| CFPL2025.06 | 5.43 | 98.41 | |
| CFPL-FASProtocol=O&C&M to I2026.03 | 5.43 | 98.41 | |
| CFPL-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 5.43 | 98.41 | |
| CFPL-FASSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 5.43 | 98.41 | |
| S-CPTLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 5.84 | 98.78 | |
| UDG-FAS2025.06 | 5.86 | 98.62 | |
| UDG-FASProtocol=O&C&M to I2026.03 | 5.86 | 98.62 | |
| UDG-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 5.86 | 98.62 | |
| CoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 6.07 | 98.52 | |
| CCPESupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 6.08 | 94.36 | |
| CoCoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 6.21 | 98.5 | |
| TTDGTest-time domain generalization=true2024.03 | 6.5 | 97.98 | |
| CLIPSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 6.57 | 98.45 | |
| SA-FAS2025.06 | 6.58 | 97.54 | |
| SA-FASProtocol=O&C&M to I2026.03 | 6.58 | 97.54 | |
| SA-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 6.58 | 97.54 | |
| S-CPTLSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 6.86 | 98.63 | |
| SVLP-ILParadigm=Incremental Learning (IL)2025.12 | 7.83 | 97.96 | |
| SSAN-RParadigm=Domain Generalization (DG)2025.12 | 8.88 | 96.79 | |
| SSAN2025.06 | 8.88 | 96.79 | |
| SSANProtocol=O&C&M to I2026.03 | 8.88 | 96.79 | |
| SSAN-RSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 8.88 | 96.79 | |
| ViTSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 9.25 | 97.15 | |
| TTDG2025.06 | 9.62 | 98.18 | |
| TTDGProtocol=O&C&M to I2026.03 | 9.62 | 98.18 | |
| TTDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 9.62 | 98.18 | |
| GDAParadigm=Domain Adaptation (DA)2025.12 | 10 | 96 | |
| GDA2025.06 | 10 | 96 | |
| GDAProtocol=O&C&M to I2026.03 | 10 | 96 | |
| GDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 10 | 96 | |
| SD-LoRAParadigm=Incremental Learning (IL)2025.12 | 10.4 | 96.1 | |
| IADG2025.06 | 10.62 | 94.5 | |
| IADGProtocol=O&C&M to I2026.03 | 10.62 | 94.5 | |
| IADGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 10.62 | 94.5 | |
| MDIL-PADParadigm=Incremental Learning (IL)2025.12 | 11.25 | 95.44 | |
| SSDG-RParadigm=Domain Generalization (DG)2025.12 | 11.71 | 96.63 | |
| L2PParadigm=Incremental Learning (IL)2025.12 | 11.82 | 95.25 | |
| VLADParadigm=Domain Adaptation (DA)2025.12 | 12.29 | 92.95 | |
| PatchNet2025.06 | 13.4 | 95.67 | |
| PatchNetProtocol=O&C&M to I2026.03 | 13.4 | 95.67 | |
| KA-PromptParadigm=Incremental Learning (IL)2025.12 | 13.76 | 94.75 | |
| Sty.-ProTest-time domain generalization=true2024.03 | 14.25 | 91.63 | |
| D2AMParadigm=Domain Generalization (DG)2025.12 | 15.43 | 91.22 | |
| DRDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 15.56 | 91.79 | |
| SDAParadigm=Domain Adaptation (DA)2025.12 | 15.6 | 90.1 | |
| SDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 15.6 | 90.1 | |
| FGHVParadigm=Domain Generalization (DG)2025.12 | 16.29 | 88.79 | |
| FGHV2025.06 | 16.29 | 90.11 | |
| FGHVProtocol=O&C&M to I2026.03 | 16.29 | 90.11 | |
| FGHVSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 16.29 | 90.11 | |
| AMELParadigm=Domain Generalization (DG)2025.12 | 18.6 | 88.79 | |
| DCNTest-time domain generalization=true2024.03 | 18.75 | 87.23 | |
| TF-CalTest-time domain generalization=true2024.03 | 19.75 | 90.35 | |
| LwFParadigm=Incremental Learning (IL)2025.12 | 20.29 | 91.24 | |
| MADDGParadigm=Domain Generalization (DG)2025.12 | 22.19 | 84.99 |