Face Anti-Spoofing on Unified Face Attack Detection Protocol 3 (test)
100Accuracy (Real Face)GLM-4.6V
Evaluation Results
| Method | Links | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GLM-4.6V2026.05 | 100 | 0 | 15 | 85 | 1.67 | 93.3 | 0 | 100 | 0 | 100 | 0 | 100 | 0 | 100 | 8.4 | 91.3 | |
| UniShieldModel Scale=7B2026.05 | 99.3 | 0.67 | 99.7 | 0.33 | 99.3 | 0.33 | 98.4 | 1 | 97.3 | 1.33 | 100 | 0 | 100 | 0 | 99.4 | 0.38 | |
| UniShieldModel Scale=3B2026.05 | 99 | 1 | 98.8 | 0.83 | 94 | 3 | 97.3 | 1.34 | 96.7 | 1.67 | 99.3 | 0.33 | 99.9 | 0.06 | 98.6 | 0.79 | |
| HiPTune2026.05 | 97.3 | 2.67 | 99.8 | 0.17 | 100 | 0 | 88.1 | 11.9 | 98 | 1 | 99 | 0.5 | 99.9 | 0.06 | 97.3 | 2.58 | |
| Gemini-3-Pro2026.05 | 95 | 5 | 60 | 20 | 66.7 | 18.3 | 19 | 40.5 | 0 | 100 | 13.3 | 43.4 | 17.3 | 41.4 | 29.5 | 39 | |
| UniAttackDetection2026.05 | 85.3 | 7.33 | 99.3 | 0.33 | 98.7 | 0.67 | 98.9 | 0.56 | 98.7 | 0.67 | 98.2 | 0.92 | 100 | 0 | 98.4 | 0.82 | |
| CoOp2026.05 | 78 | 11 | 99.3 | 0.33 | 99 | 0.5 | 96.1 | 1.96 | 99.7 | 0.17 | 93.8 | 3.08 | 100 | 0 | 96.9 | 1.55 | |
| GPT-5.22026.05 | 61.7 | 38.3 | 38.3 | 45 | 2 | 53.3 | 0 | 100 | 0 | 100 | 0 | 100 | 0.29 | 49.9 | 9.05 | 68 | |
| CLIP2026.05 | 25.7 | 37.2 | 99.3 | 0.33 | 99.3 | 0.33 | 98.9 | 0.56 | 98.7 | 0.67 | 99 | 0.5 | 100 | 0 | 94.7 | 2.67 | |
| CDCN2026.05 | 1.33 | 49.3 | 76.2 | 11.9 | 66.3 | 16.8 | 38.5 | 30.7 | 25.3 | 37.3 | 16.5 | 41.8 | 3.28 | 48.4 | 26.3 | 36.9 |