Face Swapping Defense on CelebA-HQ (test)
0.979ArcFace SimilarityInitiative
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| InitiativeFace Swapping Model=UniFace2026.04 | 0.979 | — | — | — | — | 0.98 | |
| CMUAFace Swapping Model=UniFace2026.04 | 0.979 | — | — | — | — | 0.98 | |
| Anti-ForgeryFace Swapping Model=UniFace2026.04 | 0.978 | — | — | — | — | 0.978 | |
| Anti-ForgeryFace Swapping Model=BlendFace2026.04 | 0.963 | — | — | — | — | 0.951 | |
| CMUAFace Swapping Model=BlendFace2026.04 | 0.962 | — | — | — | — | 0.96 | |
| InitiativeFace Swapping Model=BlendFace2026.04 | 0.96 | — | — | — | — | 0.959 | |
| InitiativeFace Swapping Model=Average2026.04 | 0.956 | — | — | — | — | 0.955 | |
| CMUAFace Swapping Model=InfoSwap2026.04 | 0.956 | — | — | — | — | 0.955 | |
| InitiativeFace Swapping Model=SimSwap2026.04 | 0.955 | — | — | — | — | 0.953 | |
| Anti-ForgeryFace Swapping Model=Average2026.04 | 0.955 | — | — | — | — | 0.949 | |
| CMUAFace Swapping Model=SimSwap2026.04 | 0.954 | — | — | — | — | 0.952 | |
| CMUAFace Swapping Model=Average2026.04 | 0.954 | — | — | — | — | 0.952 | |
| InitiativeFace Swapping Model=InfoSwap2026.04 | 0.953 | — | — | — | — | 0.952 | |
| Anti-ForgeryFace Swapping Model=InfoSwap2026.04 | 0.953 | — | — | — | — | 0.95 | |
| Anti-ForgeryFace Swapping Model=SimSwap2026.04 | 0.951 | — | — | — | — | 0.949 | |
| InitiativeFace Swapping Model=E4S2026.04 | 0.932 | — | — | — | — | 0.93 | |
| DF-RAPFace Swapping Model=UniFace2026.04 | 0.932 | — | — | — | — | 0.925 | |
| Anti-ForgeryFace Swapping Model=E4S2026.04 | 0.928 | — | — | — | — | 0.919 | |
| CMUAFace Swapping Model=E4S2026.04 | 0.919 | — | — | — | — | 0.915 | |
| DF-RAPFace Swapping Model=InfoSwap2026.04 | 0.91 | — | — | — | — | 0.902 | |
| DF-RAPFace Swapping Model=BlendFace2026.04 | 0.91 | — | — | — | — | 0.903 | |
| DF-RAPFace Swapping Model=E4S2026.04 | 0.876 | — | — | — | — | 0.866 | |
| DF-RAPFace Swapping Model=Average2026.04 | 0.835 | — | — | — | — | 0.823 | |
| ID-EraserFace Swapping Model=E4S2026.04 | 0.625 | — | — | — | — | 0.5 | |
| ID-EraserFace Swapping Model=BlendFace2026.04 | 0.602 | — | — | — | — | 0.541 | |
| DF-RAPFace Swapping Model=SimSwap2026.04 | 0.549 | — | — | — | — | 0.519 | |
| ID-EraserFace Swapping Model=UniFace2026.04 | 0.547 | — | — | — | — | 0.451 | |
| ID-EraserFace Swapping Model=Average2026.04 | 0.547 | — | — | — | — | 0.461 | |
| ID-EraserFace Swapping Model=InfoSwap2026.04 | 0.54 | — | — | — | — | 0.453 | |
| ID-EraserFace Swapping Model=SimSwap2026.04 | 0.419 | — | — | — | — | 0.359 | |
| AdvDM-2026.01 | — | 0.979 | 34.006 | 0.025 | 0.045 | — | |
| AdvDM+2026.01 | — | 0.982 | 31.641 | 0.036 | 0.087 | — | |
| DiffusionGuard2026.01 | — | 0.968 | 31.838 | 0.037 | 0.093 | — | |
| FaceDefenseepsilon=75/2552026.01 | — | 0.886 | 24.472 | 0.106 | 0.24 | — | |
| Mist2026.01 | — | 0.969 | 32.076 | 0.036 | 0.092 | — | |
| Myfaceepsilon=75/2552026.01 | — | 0.901 | 25.312 | 0.094 | 0.195 | — | |
| PhotoGuard2026.01 | — | 0.968 | 31.614 | 0.036 | 0.087 | — | |
| SDS-2026.01 | — | 0.967 | 31.738 | 0.037 | 0.096 | — | |
| SDS+2026.01 | — | 0.978 | 33.792 | 0.026 | 0.048 | — | |
| SDST2026.01 | — | 0.987 | 36.284 | 0.016 | 0.026 | — |