Object Erasure on CIFAR-10 Airplane Erased
96.76Accuracy (Erased)FMN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FMNBase Model=Stable Diffusion v1.42026.02 | 96.76 | 98.32 | 94.15 | 6.13 | |
| ACBase Model=Stable Diffusion v1.42026.02 | 96.24 | 98.55 | 93.35 | 6.11 | |
| SD v1.4Mode=Base model (No unlearning)2026.02 | 96.06 | 98.92 | 95.08 | — | |
| SLD-MBase Model=Stable Diffusion v1.42026.02 | 91.37 | 98.86 | 89.26 | 13.69 | |
| UCEBase Model=Stable Diffusion v1.42026.02 | 40.32 | 98.79 | 49.83 | 64.09 | |
| ESD-xBase Model=Stable Diffusion v1.42026.02 | 33.11 | 97.15 | 32.28 | 74.98 | |
| MACEBase Model=Stable Diffusion v1.42026.02 | 9.06 | 95.39 | 10.03 | 92.03 | |
| ESD-uBase Model=Stable Diffusion v1.42026.02 | 7.38 | 85.48 | 5.92 | 90.57 | |
| UnHypeBase Model=Stable Diffusion v1.4, Hypernetwork Configuration=modified CFG2026.02 | 6.07 | 98.71 | 8.59 | 94.59 | |
| FMNbackbone=SD v1.42024.03 | 0.9676 | 0.9832 | 0.9415 | 6.13 | |
| ACbackbone=SD v1.42024.03 | 0.9624 | 0.9855 | 0.9335 | 6.11 | |
| SD v1.4mode=original2024.03 | 0.9606 | 0.9892 | 0.9508 | — | |
| SLD-Mbackbone=SD v1.42024.03 | 0.9137 | 0.9886 | 0.8926 | 13.69 | |
| UCEbackbone=SD v1.42024.03 | 0.4032 | 0.9879 | 0.4983 | 64.09 | |
| ESD-xbackbone=SD v1.42024.03 | 0.3311 | 0.9715 | 0.3228 | 74.98 | |
| MACEbackbone=SD v1.42024.03 | 0.0906 | 0.9539 | 0.1003 | 92.03 | |
| ESD-ubackbone=SD v1.42024.03 | 0.0738 | 0.8548 | 0.0592 | 90.57 |