Face Anti-Spoofing on MSU-MFSD & Replay-Attack to CASIA-MFSD (test)
8.29HTER (%)DINOv2 with Registers (Baseline)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DINOv2 with Registers (Baseline)Backbone=DINOv2 ViT-B/14, Components=FAS-Aug, PDA, APL2026.04 | 8.29 | 97.1 | — | — | — | — | |
| DiffFAS-V2026.04 | 15.06 | 92.83 | — | — | — | — | |
| FAS-Aug2026.04 | 16.89 | 90.06 | — | — | — | — | |
| GAC-FAS2026.04 | 16.91 | 88.12 | — | — | — | — | |
| DiVT-M2026.04 | 20.11 | 86.71 | — | — | — | — | |
| DiVT-MType=2-class2025.03 | 20.11 | 86.71 | — | — | — | — | |
| DFANetType=2-class2025.03 | 20.67 | 84.87 | — | — | — | — | |
| ssFDANetType=1-class2025.03 | 21.66 | 82.42 | — | — | — | — | |
| OC-SCMNetType=1-class2025.03 | 21.67 | 85.3 | — | — | — | — | |
| NDA-FASType=2-class2025.03 | 21.78 | 83.01 | — | — | — | — | |
| LDCNType=2-class2025.03 | 22.22 | 82.87 | — | — | — | — | |
| HPDRType=2-class2025.03 | 22.22 | 85.54 | — | — | — | — | |
| IADG2023.04 | 24.07 | 85.13 | — | — | — | — | |
| IADG2026.04 | 24.07 | 85.13 | — | — | — | — | |
| AMEL2023.04 | 24.52 | 82.12 | — | — | — | — | |
| Baweja et al.Type=1-class2025.03 | 27.33 | 78.5 | — | — | — | — | |
| EBDG2023.04 | 27.97 | 75.84 | — | — | — | — | |
| CADMAType=2-class2025.03 | 28.75 | 75.78 | — | — | — | — | |
| SSAN2023.04 | 30 | 76.2 | — | — | — | — | |
| SSAN-R2026.04 | 30 | 76.2 | — | — | — | — | |
| SSAN-MType=2-class2025.03 | 30 | 76.2 | — | — | — | — | |
| ANRL2023.04 | 31.06 | 72.12 | — | — | — | — | |
| ANRL2026.04 | 31.06 | 72.12 | — | — | — | — | |
| DRDG2023.04 | 31.28 | 71.5 | — | — | — | — | |
| DRDG2026.04 | 31.28 | 71.5 | — | — | — | — | |
| SSDG-M2023.04 | 31.89 | 71.29 | — | — | — | — | |
| SSDG-M2026.04 | 31.89 | 71.29 | — | — | — | — | |
| D2AM2023.04 | 32.65 | 72.04 | — | — | — | — | |
| MADDG2023.04 | 41.02 | 64.33 | — | — | — | — | |
| Lim et al.Type=1-class2025.03 | 43.56 | 53.6 | — | — | — | — | |
| LBPTOP2023.04 | 45.27 | 54.88 | — | — | — | — | |
| IQM-GMMType=1-class2025.03 | 45.81 | 39.74 | — | — | — | — | |
| AAEType=1-class2025.03 | 46.67 | 47.28 | — | — | — | — | |
| MS_LBP2023.04 | 51.16 | 52.09 | — | — | — | — | |
| Color Texture2023.04 | 55.17 | 46.89 | — | — | — | — | |
| DyTox2025.12 | — | — | 9.24 | 1 | 4.92 | — | |
| DyTox2025.12 | — | — | 21.11 | 3.25 | 8.14 | 0.7 | |
| FT2025.12 | — | — | 6.07 | 0 | 2.83 | — | |
| FT2025.12 | — | — | 6.07 | 1.17 | 2.16 | 0 | |
| JT2025.12 | — | — | 0.43 | 0 | — | — | |
| JT2025.12 | — | — | 0.81 | 0 | — | 0 | |
| KA-Prompt2025.12 | — | — | 6.51 | 0 | 3.05 | — | |
| KA-Prompt2025.12 | — | — | 8.89 | 0 | 3.92 | 3.6 | |
| L2P2025.12 | — | — | 8.49 | 0.15 | 4.12 | — | |
| L2P2025.12 | — | — | 16.36 | 4.13 | 6.89 | 0.84 | |
| LwF2025.12 | — | — | 20.06 | 0.02 | 9.87 | — | |
| LwF2025.12 | — | — | 24.17 | 23.56 | 15.7 | 0 | |
| MDIL-PAD2025.12 | — | — | 6.52 | 0 | 3.05 | — | |
| MDIL-PAD2025.12 | — | — | 5.41 | 1.57 | 2.07 | 0 | |
| S-iPr.2025.12 | — | — | 3.2 | 0 | 1.39 | — | |
| S-iPr.2025.12 | — | — | 6.2 | 1.13 | 2.89 | 2.09 | |
| SD-LoRA2025.12 | — | — | 8.89 | 0.19 | 4.34 | — | |
| SD-LoRA2025.12 | — | — | 12.15 | 0 | 4.28 | 1.41 | |
| SVLP-IL2025.12 | — | — | 0.43 | 2.33 | 1.17 | — | |
| SVLP-IL2025.12 | — | — | 0.43 | 1.17 | 0.61 | 1.03 |