Face Privacy Protection on LADN-Dataset
98.2PSR (IRSE50)Phantom
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PhantomDeepfakes=UniFace, lambda_ori=1.0, lambda_tgt=0.52026.06 | 98.2 | 99.7 | 95.8 | 99.1 | 98.2 | |
| MAPMethod Category=Emotion-based, Setting=Black-box, FAR=1e-22026.03 | 96.65 | 91.16 | 86.43 | 96.49 | — | |
| DiffAMMethod Category=Makeup-based, Setting=Black-box, FAR=1e-22026.03 | 95.66 | 66.75 | 65.44 | 92.04 | — | |
| CLIP2ProtectMethod Category=Makeup-based, Setting=Black-box, FAR=1e-22026.03 | 91.57 | 53.31 | 47.91 | 79.94 | — | |
| PhantomDeepfakes=SimSwap, lambda_ori=1.0, lambda_tgt=0.52026.06 | 89.8 | 96.7 | 89.5 | 97.6 | 93.4 | |
| AMT-GANMethod Category=Makeup-based, Setting=Black-box, FAR=1e-22026.03 | 89.64 | 49.12 | 32.13 | 72.43 | — | |
| TIP-IMDeepfakes=SimSwap2026.06 | 82 | 79.9 | 59.9 | 82 | 76 | |
| PhantomDeepfakes=INSwapper, lambda_ori=1.0, lambda_tgt=0.52026.06 | 80.2 | 79.6 | 65.6 | 91.9 | 79.3 | |
| TIP-IMDeepfakes=UniFace2026.06 | 72.5 | 84.7 | 68 | 78.1 | 75.8 | |
| CLIP2ProtectDeepfakes=SimSwap2026.06 | 69.8 | 74.9 | 67.7 | 85 | 74.3 | |
| TIP-IMDeepfakes=INSwapper2026.06 | 68.3 | 59.9 | 41 | 67.1 | 59.1 | |
| TIP-IMMethod Category=Noise-based, Setting=Black-box, FAR=1e-22026.03 | 65.89 | 43.57 | 63.5 | 46.48 | — | |
| AMT-GANDeepfakes=SimSwap2026.06 | 59 | 69.2 | 76.6 | 52.7 | 64.4 | |
| CLIP2ProtectDeepfakes=UniFace2026.06 | 56.9 | 81.1 | 62.6 | 80.2 | 70.2 | |
| TI-DIMMethod Category=Noise-based, Setting=Black-box, FAR=1e-22026.03 | 56.36 | 34.18 | 22.11 | 48.3 | — | |
| MI-FGSMMethod Category=Noise-based, Setting=Black-box, FAR=1e-22026.03 | 48.9 | 25.57 | 6.31 | 45.01 | — | |
| CLIP2ProtectDeepfakes=INSwapper2026.06 | 48.2 | 51.2 | 57.8 | 74.3 | 57.9 | |
| PGDMethod Category=Noise-based, Setting=Black-box, FAR=1e-22026.03 | 40.09 | 19.59 | 3.82 | 41.09 | — | |
| AMT-GANDeepfakes=INSwapper2026.06 | 36.8 | 44.9 | 69.5 | 43.7 | 48.7 | |
| DiffAMDeepfakes=SimSwap2026.06 | 30.8 | 35.3 | 57.8 | 45.8 | 42.4 | |
| Adv-MakeupMethod Category=Makeup-based, Setting=Black-box, FAR=1e-22026.03 | 29.64 | 10.03 | 0.97 | 22.38 | — | |
| AMT-GANDeepfakes=UniFace2026.06 | 29.6 | 72.2 | 71.6 | 29.6 | 50.8 | |
| DiffAMDeepfakes=INSwapper2026.06 | 17.1 | 14.1 | 43.4 | 32.3 | 26.7 | |
| DiffAMDeepfakes=UniFace2026.06 | 13.5 | 35.3 | 48.2 | 29.6 | 31.7 | |
| CleanSetting=Black-box, FAR=1e-22026.03 | 2.71 | 3.61 | 0.6 | 5.11 | — | |
| CleanDeepfakes=UniFace2026.06 | 0.3 | 12.9 | 8.7 | 2.4 | 6.1 | |
| CleanDeepfakes=INSwapper2026.06 | 0 | 0 | 0 | 0 | 0 | |
| CleanDeepfakes=SimSwap2026.06 | 0 | 0 | 0 | 0 | 0 |