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ResearchFormerly WizWand

Concept Restoration on I2P (All Prompts)

0.5055Aesthetic ScoreBEAP
0.2880360.3444930.400950.457407May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
BEAPUnlearned Diffusion Model=SPM, Attack Method=BEAP2026.050.50550.3278
BEAPUnlearned Diffusion Model=Receler, Attack Method=BEAP2026.050.50030.327
BEAP (w/o EG)Unlearned Diffusion Model=SPM, Attack Method=BEAP (w/o EG)2026.050.4990.3724
BEAP (w/o EG)Unlearned Diffusion Model=Receler, Attack Method=BEAP (w/o EG)2026.050.49110.3456
BEAP (w/o EG)Unlearned Diffusion Model=ESD, Attack Method=BEAP (w/o EG)2026.050.490.33
BEAPUnlearned Diffusion Model=ESD, Attack Method=BEAP2026.050.48940.3592
BEAPUnlearned Diffusion Model=MACE, Attack Method=BEAP2026.050.47840.2959
BEAP (w/o EG)Unlearned Diffusion Model=MACE, Attack Method=BEAP (w/o EG)2026.050.47520.3711
Receler (w/o Att.)Unlearned Diffusion Model=Receler, Attack Method=None2026.050.45810.367
SPM (w/o Att.)Unlearned Diffusion Model=SPM, Attack Method=None2026.050.45070.3414
SD 1.4Unlearned Diffusion Model=None (Original), Attack Method=None2026.050.44740.3203
ESD (w/o Att.)Unlearned Diffusion Model=ESD, Attack Method=None2026.050.430.33
BEAPUnlearned Diffusion Model=UCE, Attack Method=BEAP2026.050.4130.2815
BEAP (w/o EG)Unlearned Diffusion Model=UCE, Attack Method=BEAP (w/o EG)2026.050.410.33
MACE (w/o Att.)Unlearned Diffusion Model=MACE, Attack Method=None2026.050.38080.283
Ring-a-BellUnlearned Diffusion Model=MACE, Attack Method=Ring-a-Bell2026.050.380.16
Ring-a-BellUnlearned Diffusion Model=SPM, Attack Method=Ring-a-Bell2026.050.370.14
Ring-a-BellUnlearned Diffusion Model=ESD, Attack Method=Ring-a-Bell2026.050.360.14
Ring-a-BellUnlearned Diffusion Model=UCE, Attack Method=Ring-a-Bell2026.050.350.17
Ring-a-BellUnlearned Diffusion Model=Receler, Attack Method=Ring-a-Bell2026.050.350.13
UCE (w/o Att.)Unlearned Diffusion Model=UCE, Attack Method=None2026.050.29640.333