Face Anti-Spoofing on CSW CASIA-MFSD, SiW, W-FAS
4.22HTER (CS → W)S-CPTL
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| S-CPTLSupplementary source dataset (CelebA-Spoof)=true2026.07 | 4.22 | 99.3 | — | 9.59 | 96.73 | — | 10.97 | 97.4 | — | 8.33 | |
| CFPL-FASSupplementary source dataset (CelebA-Spoof)=true2026.07 | 4.4 | 99.11 | 85.23 | 8.13 | 96.7 | 62.41 | 8.5 | 97 | 55.66 | 7.01 | |
| FLIP-MCLSupplementary source dataset (CelebA-Spoof)=true2026.07 | 4.46 | 99.16 | 83.86 | 9.66 | 96.69 | 59 | 11.71 | 95.21 | 57.98 | 8.61 | |
| CPG-PADSupplementary source dataset (CelebA-Spoof)=true2026.07 | 6.99 | 98.2 | 76.48 | 4.19 | 99.16 | 74.09 | 8.59 | 97.37 | 61.15 | 6.59 | |
| ViTSupplementary source dataset (CelebA-Spoof)=true2026.07 | 7.98 | 97.97 | 73.61 | 11.13 | 95.46 | 47.59 | 13.35 | 94.13 | 49.97 | 10.82 | |
| CPG-PADSupplementary source dataset (CelebA-Spoof)=false2026.07 | 8.65 | 97.77 | 67.42 | 13.37 | 93.76 | 12.23 | 7.71 | 98.09 | 71.01 | 9.91 | |
| S-CPTLSupplementary source dataset (CelebA-Spoof)=false2026.07 | 8.99 | 94.01 | — | 12.78 | 91.64 | — | 9.48 | 95.83 | — | 10.42 | |
| CFPL-FASSupplementary source dataset (CelebA-Spoof)=false2026.07 | 9.04 | 96.48 | 25.84 | 14.83 | 90.36 | 8.33 | 8.77 | 96.83 | 53.34 | 10.88 | |
| CoOpSupplementary source dataset (CelebA-Spoof)=false2026.07 | 9.52 | 90.49 | 10.68 | 18.3 | 87.47 | 11.5 | 11.37 | 95.46 | 40.4 | 13.06 | |
| CoCoOpSupplementary source dataset (CelebA-Spoof)=false2026.07 | 13.89 | 90.74 | — | 15.49 | 89.4 | — | 13.76 | 95.59 | — | 14.38 | |
| FGPLSupplementary source dataset (CelebA-Spoof)=false2026.07 | 14.05 | 92.65 | 33.33 | 19 | 88.53 | 13.33 | 11 | 94.72 | 34 | 14.68 | |
| CLIPSupplementary source dataset (CelebA-Spoof)=false2026.07 | 17.05 | 89.37 | 8.17 | 15.22 | 91.99 | 17.08 | 9.34 | 96.62 | 60.75 | 13.87 | |
| CLIP-VSupplementary source dataset (CelebA-Spoof)=false2026.07 | 20 | 87.72 | 16.44 | 17.67 | 89.67 | 20.7 | 8.32 | 97.23 | 57.28 | 15.33 | |
| ViTSupplementary source dataset (CelebA-Spoof)=false2026.07 | 21.04 | 89.12 | 30.09 | 17.12 | 89.05 | 22.71 | 17.16 | 90.25 | 30.23 | 18.44 |