Face Anti-Spoofing on MSU-MFSD M (test)
0.32HTERI-FAS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| I-FAS2025.06 | 0.32 | 99.88 | |
| FaceCoT2025.06 | 0.42 | 99.92 | |
| S-CPTLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 1.25 | 99.35 | |
| CFPL2025.06 | 1.43 | 99.28 | |
| S-CPTLSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 1.43 | 99.17 | |
| CFPL-FASSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 1.43 | 99.28 | |
| ViTSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 1.58 | 99.68 | |
| CPG-PADSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 1.67 | 99.74 | |
| DIVT-M2025.06 | 2.86 | 99.14 | |
| DiVT-MSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 2.86 | 99.14 | |
| CPG-PADSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 2.86 | 99.41 | |
| FGPLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 2.86 | 98.12 | |
| CCPESupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 2.86 | 99.24 | |
| CFPL-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 3.09 | 99.45 | |
| CCPESupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 3.1 | 99.21 | |
| CoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 3.86 | 99.08 | |
| CLIPSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 4.04 | 99.13 | |
| TTDG2025.06 | 4.16 | 98.48 | |
| TTDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 4.16 | 98.48 | |
| CoCoOpSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 4.16 | 99.01 | |
| FLIP2025.06 | 4.95 | 98.11 | |
| FLIP-MCLSupplementary source dataset (CelebA-Spoof)=true, Evaluation protocol=P12026.07 | 4.95 | 98.11 | |
| GAC-FAS2025.06 | 5 | 97.56 | |
| GAC-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 5 | 97.56 | |
| IADG2025.06 | 5.41 | 98.19 | |
| IADGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 5.41 | 98.19 | |
| MDIL-PADParadigm=Incremental Learning (IL)2025.12 | 5.71 | 98.19 | |
| UDG-FAS2025.06 | 5.95 | 98.47 | |
| SA-FAS2025.06 | 5.95 | 96.55 | |
| SA-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 5.95 | 96.55 | |
| UDG-FASSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 5.95 | 98.47 | |
| SVLP-ILParadigm=Incremental Learning (IL)2025.12 | 6.51 | 96.6 | |
| SSAN-RParadigm=Domain Generalization (DG)2025.12 | 6.67 | 98.75 | |
| SSAN2025.06 | 6.67 | 98.75 | |
| SSAN-RSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 6.67 | 98.75 | |
| PatchNet2025.06 | 7.1 | 98.46 | |
| SSDG-RParadigm=Domain Generalization (DG)2025.12 | 7.38 | 97.17 | |
| TTDGTest-time domain generalization=true2024.03 | 7.91 | 96.83 | |
| FGHVParadigm=Domain Generalization (DG)2025.12 | 9.17 | 96.92 | |
| FGHV2025.06 | 9.17 | 96.92 | |
| FGHVSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 9.17 | 96.92 | |
| GDAParadigm=Domain Adaptation (DA)2025.12 | 9.2 | 98 | |
| GDA2025.06 | 9.2 | 98 | |
| GDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 9.2 | 98 | |
| AMELParadigm=Domain Generalization (DG)2025.12 | 10.23 | 96.62 | |
| VLADParadigm=Domain Adaptation (DA)2025.12 | 11.43 | 96.44 | |
| TF-CalTest-time domain generalization=true2024.03 | 12.08 | 95.58 | |
| SD-LoRAParadigm=Incremental Learning (IL)2025.12 | 12.15 | 93.89 | |
| DRDGSupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 12.43 | 95.81 | |
| D2AMParadigm=Domain Generalization (DG)2025.12 | 12.7 | 95.66 | |
| L2PParadigm=Incremental Learning (IL)2025.12 | 13.57 | 93.23 | |
| DCNTest-time domain generalization=true2024.03 | 14.16 | 95.19 | |
| Sty.-ProTest-time domain generalization=true2024.03 | 14.58 | 92.6 | |
| KA-PromptParadigm=Incremental Learning (IL)2025.12 | 14.97 | 90.01 | |
| SDAParadigm=Domain Adaptation (DA)2025.12 | 15.4 | 91.8 | |
| SDASupplementary source dataset (CelebA-Spoof)=false, Evaluation protocol=P12026.07 | 15.4 | 91.8 | |
| LwFParadigm=Incremental Learning (IL)2025.12 | 17.14 | 98.18 | |
| MADDGParadigm=Domain Generalization (DG)2025.12 | 17.69 | 88.06 |