Face Anti-Spoofing on OULU-NPU O (test)
0.0149HTERCPG-PAD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CPG-PADSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.0149 | 0.998 | |
| CPG-PADSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 0.0158 | 0.9963 | |
| I-FAS2025.06 | 0.0174 | 0.9966 | |
| I-FASProtocol=I&C&M to O2026.03 | 0.0174 | 0.9966 | |
| FGPLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 0.0177 | 0.9923 | |
| TAR-FASProtocol=I&C&M to O2026.03 | 0.0191 | 0.9972 | |
| FLIP2025.06 | 0.0231 | 0.9963 | |
| FLIPProtocol=I&C&M to O2026.03 | 0.0231 | 0.9963 | |
| FLIP-MCLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 0.0231 | 0.9963 | |
| CFPL2025.06 | 0.025 | 0.9942 | |
| CFPL-FASProtocol=I&C&M to O2026.03 | 0.025 | 0.9942 | |
| CFPL-FASSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 0.025 | 0.9942 | |
| FaceCoT2025.06 | 0.0281 | 0.9963 | |
| CFPL-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.0333 | 0.9905 | |
| CCPESupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 0.0364 | 0.9967 | |
| S-CPTLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 0.0395 | 0.9972 | |
| S-CPTLSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.0412 | 0.9902 | |
| CCPESupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.0557 | 0.9849 | |
| CoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.0583 | 0.9897 | |
| CoCoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.06 | 0.9849 | |
| CLIPSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.0609 | 0.9812 | |
| ViTSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 0.0747 | 0.9842 | |
| GAC-FAS2025.06 | 0.086 | 0.9716 | |
| GAC-FASProtocol=I&C&M to O2026.03 | 0.086 | 0.9716 | |
| GAC-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.086 | 0.9716 | |
| IADG2025.06 | 0.0886 | 0.9714 | |
| IADGProtocol=I&C&M to O2026.03 | 0.0886 | 0.9714 | |
| IADGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.0886 | 0.9714 | |
| TTDG2025.06 | 0.1 | 0.9615 | |
| SA-FAS2025.06 | 0.1 | 0.9623 | |
| TTDGProtocol=I&C&M to O2026.03 | 0.1 | 0.9615 | |
| SA-FASProtocol=I&C&M to O2026.03 | 0.1 | 0.9623 | |
| SA-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.1 | 0.9623 | |
| TTDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.1 | 0.9615 | |
| UDG-FAS2025.06 | 0.1097 | 0.9536 | |
| UDG-FASProtocol=I&C&M to O2026.03 | 0.1097 | 0.9536 | |
| UDG-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.1097 | 0.9536 | |
| PatchNet2025.06 | 0.1182 | 0.9507 | |
| PatchNetProtocol=I&C&M to O2026.03 | 0.1182 | 0.9507 | |
| DIVT-M2025.06 | 0.1306 | 0.9404 | |
| DiVT-MProtocol=I&C&M to O2026.03 | 0.1306 | 0.9404 | |
| DiVT-MSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.1306 | 0.9404 | |
| FGHV2025.06 | 0.1358 | 0.9355 | |
| FGHVProtocol=I&C&M to O2026.03 | 0.1358 | 0.9355 | |
| FGHVSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.1358 | 0.9355 | |
| SSAN2025.06 | 0.1372 | 0.9363 | |
| SSANProtocol=I&C&M to O2026.03 | 0.1372 | 0.9363 | |
| SSAN-RSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.1372 | 0.9363 | |
| GDA2025.06 | 0.144 | 0.926 | |
| GDAProtocol=I&C&M to O2026.03 | 0.144 | 0.926 | |
| GDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.144 | 0.926 | |
| DRDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.1663 | 0.9175 | |
| SDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 0.231 | 0.843 |