Face Anti-Spoofing on MICO Cross-dataset
0.32HTER (CIO→M)I-FAS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| I-FASType=VLM-based multimodal2026.04 | 0.32 | 99.88 | 0.04 | 99.99 | 3.22 | 98.48 | 1.74 | 99.66 | 1.33 | 99.5 | |
| CFPLType=VLM-based multimodal2026.04 | 1.43 | 99.28 | 2.56 | 99.1 | 5.43 | 98.41 | 2.5 | 99.42 | 2.98 | 99.05 | |
| DiVT-MType=Vision-only2026.04 | 2.86 | 99.14 | 8.67 | 96.92 | 3.71 | 99.29 | 13.06 | 94.04 | 7.08 | 97.35 | |
| DiffFAS-VType=Vision-only2026.04 | 2.86 | 98.41 | 10.11 | 96.32 | 6.36 | 97.89 | 8.11 | 97.27 | 6.86 | 97.47 | |
| FLIPType=VLM-based multimodal2026.04 | 4.95 | 98.11 | 0.54 | 99.98 | 4.25 | 99.07 | 2.31 | 99.63 | 3.01 | 99.2 | |
| GAC-FASType=Vision-only2026.04 | 5 | 97.56 | 8.2 | 95.16 | 4.29 | 98.87 | 8.6 | 97.16 | 6.52 | 97.19 | |
| IADGType=Vision-only2026.04 | 5.41 | 98.19 | 8.7 | 96.44 | 10.62 | 94.5 | 8.86 | 97.14 | 8.4 | 96.57 | |
| SA-FASType=Vision-only2026.04 | 5.95 | 96.55 | 8.78 | 95.37 | 6.58 | 97.54 | 10 | 96.23 | 7.83 | 96.42 | |
| SSAN-RType=Vision-only2026.04 | 6.67 | 98.75 | 10 | 96.67 | 8.88 | 96.79 | 13.72 | 93.63 | 9.82 | 96.46 | |
| TransFASType=Vision-only2026.04 | 7.08 | 96.69 | 9.81 | 96.13 | 10.12 | 95.53 | 15.53 | 91.1 | 10.64 | 94.86 | |
| PatchNetType=Vision-only2026.04 | 7.1 | 98.46 | 11.33 | 94.58 | 13.4 | 95.67 | 11.82 | 95.07 | 10.91 | 95.95 | |
| SSDG-RType=Vision-only2026.04 | 7.38 | 97.17 | 10.44 | 95.94 | 11.71 | 96.59 | 15.61 | 91.54 | 11.29 | 95.31 | |
| BaselineType=Vision-only, Backbone=DINOv2 with Registers2026.04 | 8.86 | 96.95 | 4.49 | 98.92 | 9.81 | 96.7 | 7.35 | 98.07 | 7.63 | 97.66 | |
| ANRLType=Vision-only2026.04 | 10.83 | 96.75 | 17.83 | 89.26 | 16.03 | 91.04 | 15.67 | 91.9 | 15.09 | 92.24 | |
| DRDGType=Vision-only2026.04 | 12.43 | 95.81 | 19.05 | 88.79 | 15.56 | 91.79 | 15.63 | 91.75 | 15.67 | 92.04 | |
| LiType=Vision-only2026.04 | 12.92 | 94.33 | 9.26 | 96.98 | 10.87 | 95.46 | 15.13 | 91.43 | 12.05 | 94.55 |