Face Anti-Spoofing on OULU-NPU CASIA-MFSD Idiap MSU-MFSD Average (test)
1.06HTERFaceCoT
Evaluation results
| Method | Links | ||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| FaceCoT2025.06 | 1.06 | 99.85 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| I-FAS2025.06 | 1.33 | 99.5 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| CFPL2025.06 | 2.98 | 99.05 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLIP2025.06 | 3.01 | 99.2 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GAC-FAS2025.06 | 6.52 | 97.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| DIVT-M2025.06 | 7.08 | 97.35 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| OursProtocol=Averaged over the last 10 epochs2026.04 | 7.17 | 97.67 | 8.21 | 5.71 | 96.95 | 5.41 | 3.37 | 98.76 | 9.55 | 6.22 | 96.72 | 5.51 | 2.22 | 98.23 | 4.38 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SA-FAS2025.06 | 7.83 | 96.42 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| TTDG2025.06 | 7.84 | 97.75 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| UDG-FAS2025.06 | 8.15 | 97.3 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| IADG2025.06 | 8.4 | 96.56 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FLIP-MCLProtocol=Averaged over the last 10 epochs2026.04 | 8.56 | 96.96 | 15 | 10 | 93.37 | 3.22 | 2.68 | 99.44 | 10.25 | 6 | 96.56 | 5.75 | 2.05 | 98.48 | 5.19 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAN2025.06 | 9.82 | 96.46 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchNet2025.06 | 10.91 | 95.95 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| GDA2025.06 | 11.45 | 94.9 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| FGHV2025.06 | 12.88 | 93.51 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SAFASProtocol=Averaged over the last 10 epochs2026.04 | 14.13 | 92.93 | 14.36 | 8.41 | 92.06 | 19.4 | 10.62 | 88.69 | 11.48 | 4.9 | 95.74 | 11.29 | 1.29 | 95.23 | 6.26 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| SSAN-RProtocol=Averaged over the last 10 epochs2026.04 | 27.34 | 78 | 21.79 | 15.12 | 84.06 | 26.44 | 16.44 | 78.44 | 35.39 | 26.51 | 70.13 | 25.72 | 12 | 79.37 | 17.52 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| PatchNetProtocol=Averaged over the last 10 epochs2026.04 | 28.86 | 79.99 | 25.92 | 18.82 | 83.43 | 36.26 | 24.93 | 71.38 | 29.75 | 16.35 | 80.53 | 23.49 | 11.67 | 84.62 | 17.96 | — | — | — | — | — | — | — | — | — | — | — | — | — | |
| ADDA2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 41.8 | 36.6 | — | 49.8 | 35.1 | — | 39 | 35.2 | — | — | — | — | 39.6 | |
| CDFTN-L2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 1.7 | 8.1 | 29.9 | 11.9 | 9.6 | 29.9 | 8.8 | 1.3 | 25.6 | 19.1 | 5.8 | 6.3 | 13.2 | |
| CPG-PADSupplementary Source Dataset=none2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 7.14 | 4.29 | 2.99 | 14.67 | 7.38 | 6.61 | 4 | 2.29 | 2.48 | 4.78 | 5.71 | 1.67 | 5.33 | |
| CPG-PAD*Supplementary Source Dataset=CelebA-Spoof2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 4.29 | 8.33 | 3.02 | 3.33 | 5.71 | 3.88 | 0.67 | 0.71 | 2.68 | 1.22 | 1 | 5.48 | 3.36 | |
| DR-UDA2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 15.6 | 9 | 28.7 | 34.2 | 29 | 38.5 | 16.8 | 3 | 30.2 | 19.5 | 25.4 | 27.4 | 23.1 | |
| DRCN2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 44.4 | 27.6 | — | 48.9 | 42 | — | 28.9 | 36.8 | — | — | — | — | 38.1 | |
| DupGAN2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 42.4 | 33.4 | — | 46.5 | 36.2 | — | 27.1 | 35.4 | — | — | — | — | 36.8 | |
| FLIP-MCL*Supplementary Source Dataset=CelebA-Spoof2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 10.57 | 7.15 | 3.19 | 0.68 | 7.22 | 4.22 | 0.19 | 5.88 | 3.95 | 0.19 | 5.69 | 8.4 | 4.84 | |
| GDA2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 15.1 | 5.8 | — | 29.7 | 20.8 | — | 12.2 | 2.5 | — | — | — | — | 14.4 | |
| KSA2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 39.3 | 15.1 | — | 12.3 | 33.3 | — | 9.1 | 34.9 | — | — | — | — | 24 | |
| USDAN-Un2026.07 | — | — | — | — | — | — | — | — | — | — | — | — | — | — | — | 16 | 9.2 | — | 30.2 | 25.8 | — | 13.3 | 3.4 | — | — | — | — | 16.3 |