Identity Protection on CelebA (test)
77.5ISMNo Protect
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| No ProtectTarget Model=InstantID2024.12 | 77.5 | 77.4 | 99.6 | |
| PhotoGuardTarget Model=InstantID2024.12 | 75.8 | 76.7 | 100 | |
| AdvDMTarget Model=InstantID2024.12 | 75.7 | 75.7 | 100 | |
| Anti-DBTarget Model=InstantID2024.12 | 75.3 | 75.2 | 100 | |
| SimACTarget Model=InstantID2024.12 | 75.2 | 75.5 | 100 | |
| ACETarget Model=InstantID2024.12 | 74.5 | 75.8 | 100 | |
| No ProtectGenerator Model=JingGou2024.12 | 67.2 | 79.1 | — | |
| No ProtectGenerator Model=IP-Adapter-FaceID Plus2024.12 | 64.4 | 75.1 | — | |
| No ProtectGenerator Model=StoryMaker2024.12 | 57.2 | 69.9 | — | |
| No ProtectGenerator Model=IP-Adapter-FaceID2024.12 | 56.5 | 70.6 | — | |
| No ProtectGenerator Model=IP-Adapter-FaceID XL2024.12 | 52.3 | 40.2 | — | |
| ACETarget Model=PhotoMaker2024.12 | 26.8 | 59.4 | 63.6 | |
| No ProtectTarget Model=PhotoMaker2024.12 | 26.5 | 60.5 | 66.4 | |
| PhotoGuardTarget Model=PhotoMaker2024.12 | 25.9 | 59.2 | 65.2 | |
| AdvDMTarget Model=PhotoMaker2024.12 | 25.5 | 59 | 64 | |
| Anti-DBTarget Model=PhotoMaker2024.12 | 25.5 | 59.9 | 64 | |
| SimACTarget Model=PhotoMaker2024.12 | 25.3 | 59.9 | 65.2 | |
| No ProtectTarget Model=IP-Adapter-Plus2024.12 | 24 | 66.3 | 100 | |
| ACETarget Model=IP-Adapter-Plus2024.12 | 23.1 | 68.1 | 100 | |
| IDProtectorTarget Model=InstantID, Optimization=Feed-forward2024.12 | 23.1 | 61.3 | 100 | |
| AdvDMTarget Model=IP-Adapter-Plus2024.12 | 22.6 | 66.6 | 100 | |
| PhotoGuardTarget Model=IP-Adapter-Plus2024.12 | 22.3 | 67 | 100 | |
| Anti-DBTarget Model=IP-Adapter-Plus2024.12 | 22.2 | 67.6 | 100 | |
| IDProtectorGenerator Model=IP-Adapter-FaceID Plus2024.12 | 21.7 | 73 | — | |
| SimACTarget Model=IP-Adapter-Plus2024.12 | 21.7 | 68.3 | 100 | |
| No ProtectGenerator Model=Midjourney2024.12 | 19.9 | 56.8 | — | |
| IDProtectorGenerator Model=StoryMaker2024.12 | 19.3 | 73.4 | — | |
| No ProtectTarget Model=IP-Adapter2024.12 | 17.6 | 64.1 | 100 | |
| SimACTarget Model=IP-Adapter2024.12 | 16.2 | 62.7 | 100 | |
| ACETarget Model=IP-Adapter2024.12 | 15.9 | 64 | 100 | |
| AdvDMTarget Model=IP-Adapter2024.12 | 15.7 | 63 | 98.8 | |
| Anti-DBTarget Model=IP-Adapter2024.12 | 15.5 | 61.5 | 100 | |
| IDProtectorGenerator Model=IP-Adapter-FaceID2024.12 | 15.3 | 80.3 | — | |
| PhotoGuardTarget Model=IP-Adapter2024.12 | 15.2 | 62.1 | 100 | |
| IDProtectorGenerator Model=IP-Adapter-FaceID XL2024.12 | 13.2 | 66.7 | — | |
| IDProtectorGenerator Model=JingGou2024.12 | 13.1 | 80.5 | — | |
| No ProtectGenerator Model=IP-Adapter-FaceID Portrait2024.12 | 12.9 | 72 | — | |
| IDProtectorTarget Model=PhotoMaker, Optimization=Feed-forward2024.12 | 12.3 | 62.2 | 67.2 | |
| IDProtectorTarget Model=IP-Adapter-Plus, Optimization=Feed-forward2024.12 | 11.4 | 64.4 | 99.6 | |
| IDProtectorGenerator Model=Midjourney2024.12 | 9.8 | 62.7 | — | |
| IDProtectorTarget Model=PhotoMaker, Optimization=PGD2024.12 | 9.4 | 63.9 | 11.2 | |
| IDProtectorTarget Model=IP-Adapter-Plus, Optimization=PGD2024.12 | 7.2 | 71.8 | 91.2 | |
| IDProtectorTarget Model=IP-Adapter, Optimization=Feed-forward2024.12 | 6 | 68.8 | 95.2 | |
| No ProtectGenerator Model=Flux-IPA2024.12 | 5.4 | 72.8 | — | |
| IDProtectorGenerator Model=IP-Adapter-FaceID Portrait2024.12 | 5.2 | 65.8 | — | |
| IDProtectorGenerator Model=Flux-IPA2024.12 | 2.9 | 67.3 | — | |
| IDProtectorTarget Model=IP-Adapter, Optimization=PGD2024.12 | 2.4 | 54.4 | 84.4 | |
| IDProtectorTarget Model=InstantID, Optimization=PGD2024.12 | -16.6 | 72.1 | 99.6 |