Object Erasure on CIFAR-10 Bird Erased
99.72AcceSD v1.4
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SD v1.4Mode=Base model (No unlearning)2026.02 | 99.72 | 98.51 | 95.45 | — | |
| ACBase Model=Stable Diffusion v1.42026.02 | 99.55 | 98.53 | 94.57 | 1.24 | |
| FMNBase Model=Stable Diffusion v1.42026.02 | 99.46 | 98.13 | 96.75 | 1.38 | |
| SD v1.4mode=original2024.03 | 95.75 | 98.95 | 75.91 | — | |
| FMNbackbone=SD v1.42024.03 | 95.08 | 96.86 | 79.45 | — | |
| ACbackbone=SD v1.42024.03 | 94.41 | 98.47 | 73.92 | 13.19 | |
| SLD-Mbackbone=SD v1.42024.03 | 84.89 | 98.86 | 66.15 | 28.34 | |
| SLD-MBase Model=Stable Diffusion v1.42026.02 | 80.72 | 98.39 | 85 | 23.31 | |
| ESD-xbackbone=SD v1.42024.03 | 59.68 | 98.39 | 58.83 | 50.62 | |
| ESD-ubackbone=SD v1.42024.03 | 30.29 | 91.02 | 32.12 | 74.88 | |
| ESD-xBase Model=Stable Diffusion v1.42026.02 | 18.57 | 97.24 | 40.55 | 76.17 | |
| ESD-uBase Model=Stable Diffusion v1.42026.02 | 13.17 | 86.17 | 20.65 | 83.98 | |
| UCEBase Model=Stable Diffusion v1.42026.02 | 10.71 | 98.35 | 15.97 | 90.18 | |
| MACEBase Model=Stable Diffusion v1.42026.02 | 9.88 | 97.45 | 15.48 | 90.39 | |
| UnHypeBase Model=Stable Diffusion v1.4, Hypernetwork Configuration=modified CFG2026.02 | 8.46 | 98.59 | 11.94 | 92.52 | |
| MACEbackbone=SD v1.42024.03 | 6.97 | 95.18 | 14.22 | 91.15 | |
| UCEbackbone=SD v1.42024.03 | 4.73 | 99.02 | 37.25 | 82.12 |