Concept Restoration on I2P (All Prompts)
0.5055Aesthetic ScoreBEAP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BEAPUnlearned Diffusion Model=SPM, Attack Method=BEAP2026.05 | 0.5055 | 0.3278 | |
| BEAPUnlearned Diffusion Model=Receler, Attack Method=BEAP2026.05 | 0.5003 | 0.327 | |
| BEAP (w/o EG)Unlearned Diffusion Model=SPM, Attack Method=BEAP (w/o EG)2026.05 | 0.499 | 0.3724 | |
| BEAP (w/o EG)Unlearned Diffusion Model=Receler, Attack Method=BEAP (w/o EG)2026.05 | 0.4911 | 0.3456 | |
| BEAP (w/o EG)Unlearned Diffusion Model=ESD, Attack Method=BEAP (w/o EG)2026.05 | 0.49 | 0.33 | |
| BEAPUnlearned Diffusion Model=ESD, Attack Method=BEAP2026.05 | 0.4894 | 0.3592 | |
| BEAPUnlearned Diffusion Model=MACE, Attack Method=BEAP2026.05 | 0.4784 | 0.2959 | |
| BEAP (w/o EG)Unlearned Diffusion Model=MACE, Attack Method=BEAP (w/o EG)2026.05 | 0.4752 | 0.3711 | |
| Receler (w/o Att.)Unlearned Diffusion Model=Receler, Attack Method=None2026.05 | 0.4581 | 0.367 | |
| SPM (w/o Att.)Unlearned Diffusion Model=SPM, Attack Method=None2026.05 | 0.4507 | 0.3414 | |
| SD 1.4Unlearned Diffusion Model=None (Original), Attack Method=None2026.05 | 0.4474 | 0.3203 | |
| ESD (w/o Att.)Unlearned Diffusion Model=ESD, Attack Method=None2026.05 | 0.43 | 0.33 | |
| BEAPUnlearned Diffusion Model=UCE, Attack Method=BEAP2026.05 | 0.413 | 0.2815 | |
| BEAP (w/o EG)Unlearned Diffusion Model=UCE, Attack Method=BEAP (w/o EG)2026.05 | 0.41 | 0.33 | |
| MACE (w/o Att.)Unlearned Diffusion Model=MACE, Attack Method=None2026.05 | 0.3808 | 0.283 | |
| Ring-a-BellUnlearned Diffusion Model=MACE, Attack Method=Ring-a-Bell2026.05 | 0.38 | 0.16 | |
| Ring-a-BellUnlearned Diffusion Model=SPM, Attack Method=Ring-a-Bell2026.05 | 0.37 | 0.14 | |
| Ring-a-BellUnlearned Diffusion Model=ESD, Attack Method=Ring-a-Bell2026.05 | 0.36 | 0.14 | |
| Ring-a-BellUnlearned Diffusion Model=UCE, Attack Method=Ring-a-Bell2026.05 | 0.35 | 0.17 | |
| Ring-a-BellUnlearned Diffusion Model=Receler, Attack Method=Ring-a-Bell2026.05 | 0.35 | 0.13 | |
| UCE (w/o Att.)Unlearned Diffusion Model=UCE, Attack Method=None2026.05 | 0.2964 | 0.333 |