Object Erasing on UnlearnCanvas
96.2Unlearning Accuracy (UA)HiRM-S
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HiRM-SWeight Modification=true, Training based=true, Time (s)=1.2, Memory (GB)=1.62026.02 | 96.2 | 97.77 | 96.84 | 96.94 | |
| UCEWeight Modification=true, Training based=false, Memory (GB)=6.472026.02 | 94.31 | 39.35 | 34.67 | 56.11 | |
| Diff-QWeight Modification=true, Training based=false, Memory (GB)=1.62026.02 | 94 | 98.37 | 96.21 | 96.19 | |
| HiRM-RWeight Modification=true, Training based=true, Time (s)=1.2, Memory (GB)=1.62026.02 | 93.2 | 98.18 | 92.57 | 94.65 | |
| ESDWeight Modification=true, Training based=true, Time (s)=7372, Memory (GB)=16.32026.02 | 92.15 | 55.78 | 44.23 | 64.05 | |
| SALUNWeight Modification=true, Training based=true, Time (s)=610, Memory (GB)=19.92026.02 | 86.91 | 96.35 | 99.59 | 94.28 | |
| EdiffWeight Modification=true, Training based=true, Time (s)=2870, Memory (GB)=28.922026.02 | 86.67 | 94.03 | 48.48 | 76.39 | |
| RECEWeight Modification=true, Training based=false, Memory (GB)=19.322026.02 | 84.2 | 98.39 | 97.73 | 93.44 | |
| SHSWeight Modification=true, Training based=true, Time (s)=1123, Memory (GB)=28.292026.02 | 80.73 | 81.15 | 67.99 | 76.62 | |
| MACEWeight Modification=true, Training based=true, Time (s)=175, Memory (GB)=10.662026.02 | 67.65 | 98.52 | 97.38 | 87.85 | |
| TraSCEWeight Modification=false, Training based=false2026.02 | 49.85 | 97.87 | 95.59 | 81.1 | |
| CAWeight Modification=true, Training based=true, Time (s)=1205, Memory (GB)=9.472026.02 | 46.67 | 90.11 | 81.97 | 72.92 | |
| SAFREEWeight Modification=false, Training based=false2026.02 | 29.85 | 98.82 | 95.58 | 74.75 |