Concept Restoration on I2P Successful Generations
49.67Aesthetic ScoreBEAP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BEAPUnlearned Diffusion Model=SPM, Attack Method=BEAP2026.05 | 49.67 | 38.84 | |
| BEAP (w/o EG)Unlearned Diffusion Model=SPM, Attack Method=BEAP (w/o EG)2026.05 | 49.55 | 42.53 | |
| BEAPUnlearned Diffusion Model=ESD, Attack Method=BEAP2026.05 | 49.43 | 41.87 | |
| BEAP (w/o EG)Unlearned Diffusion Model=ESD, Attack Method=BEAP (w/o EG)2026.05 | 49 | 43 | |
| BEAPUnlearned Diffusion Model=Receler, Attack Method=BEAP2026.05 | 48.74 | 43.9 | |
| BEAP (w/o EG)Unlearned Diffusion Model=Receler, Attack Method=BEAP (w/o EG)2026.05 | 48.58 | 43.47 | |
| BEAPUnlearned Diffusion Model=MACE, Attack Method=BEAP2026.05 | 47.59 | 40.51 | |
| SD 1.4Unlearned Diffusion Model=None (Original), Attack Method=None2026.05 | 47.11 | 43.73 | |
| BEAP (w/o EG)Unlearned Diffusion Model=MACE, Attack Method=BEAP (w/o EG)2026.05 | 47.08 | 43.24 | |
| ESD (w/o Att.)Unlearned Diffusion Model=ESD, Attack Method=None2026.05 | 46 | 42 | |
| Receler (w/o Att.)Unlearned Diffusion Model=Receler, Attack Method=None2026.05 | 45.59 | 38.51 | |
| SPM (w/o Att.)Unlearned Diffusion Model=SPM, Attack Method=None2026.05 | 44.98 | 47.07 | |
| BEAPUnlearned Diffusion Model=UCE, Attack Method=BEAP2026.05 | 44.5 | 40.01 | |
| BEAP (w/o EG)Unlearned Diffusion Model=UCE, Attack Method=BEAP (w/o EG)2026.05 | 43 | 45 | |
| MACE (w/o Att.)Unlearned Diffusion Model=MACE, Attack Method=None2026.05 | 37.95 | 27.34 | |
| UCE (w/o Att.)Unlearned Diffusion Model=UCE, Attack Method=None2026.05 | 0 | 0 | |
| Ring-a-BellUnlearned Diffusion Model=UCE, Attack Method=Ring-a-Bell2026.05 | 0 | 0 | |
| Ring-a-BellUnlearned Diffusion Model=ESD, Attack Method=Ring-a-Bell2026.05 | 0 | 0 | |
| Ring-a-BellUnlearned Diffusion Model=MACE, Attack Method=Ring-a-Bell2026.05 | 0 | 0 | |
| Ring-a-BellUnlearned Diffusion Model=SPM, Attack Method=Ring-a-Bell2026.05 | 0 | 0 | |
| Ring-a-BellUnlearned Diffusion Model=Receler, Attack Method=Ring-a-Bell2026.05 | 0 | 0 |