Machine Unlearning on Sequential Unlearning Concepts (T1-T6) Stable Diffusion XL, SD v1.5, SANA
100UA (T1)ESD
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ESDUnlearning Request Stage=T12026.03 | 100 | — | — | — | — | — | 77.46 | |
| SurgUnModel Backbone=SDXL, Unlearning Request Stage=T1~T62026.03 | 100 | 78 | 100 | 100 | 100 | 100 | 65 | |
| ESDUnlearning Request Stage=T1~T22026.03 | 99 | 100 | — | — | — | — | 52.94 | |
| FMNUnlearning Request Stage=T1~T62026.03 | 99 | 99 | 99 | 99 | 99 | 100 | 8.76 | |
| UCEUnlearning Request Stage=T1~T62026.03 | 98 | 95 | 99 | 98 | 99 | 99 | 11.31 | |
| SHSUnlearning Request Stage=T1~T62026.03 | 97 | 97 | 90 | 97 | 96 | 94 | 10.11 | |
| SurgUnModel Backbone=SD v1.5, Unlearning Request Stage=T1~T62026.03 | 97 | 84 | 92 | 92 | 96 | 94 | 85 | |
| ESDUnlearning Request Stage=T1~T32026.03 | 95 | 100 | 100 | — | — | — | 35.99 | |
| SurgUnModel Backbone=SANA, Unlearning Request Stage=T1~T62026.03 | 95 | 92 | 100 | 100 | 100 | 100 | 78 | |
| EDiffUnlearning Request Stage=T1~T62026.03 | 90 | 87 | 84 | 84 | 97 | 94 | 7.42 | |
| ESDUnlearning Request Stage=T1~T42026.03 | 87 | 96 | 98 | 100 | — | — | 24.86 | |
| ESDUnlearning Request Stage=T1~T52026.03 | 81 | 87 | 99 | 100 | 100 | — | 18.69 | |
| ESDUnlearning Request Stage=T1~T62026.03 | 75 | 79 | 98 | 99 | 99 | 100 | 12.95 | |
| SalUNUnlearning Request Stage=T1~T62026.03 | 64 | 61 | 87 | 81 | 81 | 89 | 60.19 | |
| CAUnlearning Request Stage=T1~T62026.03 | 40 | 44 | 37 | 60 | 51 | 57 | 60.53 |