Object Unlearning on UnlearnCanvas
98.55Unlearning Accuracy (UA)FADE
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FADETime (s)=2025.68, Memory (GB)=20.57, Storage (GB)=0.032026.02 | 98.55 | 97.88 | 99.82 | 54.36 | |
| SAEmnesiaAdversarial Attack Type=UnlearnDiffAtk, Attack Status=Before2025.09 | 97.6 | — | — | — | |
| SAEmnesiaAdversarial Attack Type=Ring-A-Bell, Attack Status=Before2025.09 | 97.5 | — | — | — | |
| SAEmnesiaAdversarial Attack Type=Ring-A-Bell, Attack Status=After2025.09 | 97 | — | — | — | |
| SAEmnesiaMemory (GB)=2.8, Storage (GB)=0.22025.09 | 94.65 | 91.39 | 88.48 | — | |
| UCETime (s)=434, Memory (GB)=5.1, Storage (GB)=1.72026.02 | 94.31 | 39.35 | 34.67 | 182.01 | |
| UCEMemory (GB)=5.1, Storage (GB)=1.72025.09 | 94.31 | 39.35 | 34.67 | — | |
| ESDTime (s)=6163, Memory (GB)=17.8, Storage (GB)=4.32026.02 | 92.15 | 55.78 | 44.23 | 65.55 | |
| ESDMemory (GB)=17.8, Storage (GB)=4.32025.09 | 92.15 | 55.78 | 44.23 | — | |
| SAeUronMemory (GB)=2.8, Storage (GB)=0.22025.09 | 87.16 | 85.57 | 74.14 | — | |
| SaLUnTime (s)=667, Memory (GB)=30.8, Storage (GB)=42026.02 | 86.91 | 96.35 | 99.59 | 61.05 | |
| SalUnMemory (GB)=30.8, Storage (GB)=4.02025.09 | 86.91 | 96.35 | 99.59 | — | |
| EDiffTime (s)=1567, Memory (GB)=27.8, Storage (GB)=42026.02 | 86.67 | 94.03 | 48.48 | 81.42 | |
| EDiffMemory (GB)=27.8, Storage (GB)=4.02025.09 | 86.67 | 94.03 | 48.48 | — | |
| SAeUronAdversarial Attack Type=UnlearnDiffAtk, Attack Status=Before2025.09 | 83.7 | — | — | — | |
| SAeUronAdversarial Attack Type=Ring-A-Bell, Attack Status=Before2025.09 | 82 | — | — | — | |
| SHSTime (s)=1223, Memory (GB)=31.2, Storage (GB)=42026.02 | 80.73 | 81.15 | 67.99 | 119.34 | |
| SHSMemory (GB)=31.2, Storage (GB)=4.02025.09 | 80.73 | 81.15 | 67.99 | — | |
| SAeUronAdversarial Attack Type=Ring-A-Bell, Attack Status=After2025.09 | 79.5 | — | — | — | |
| SAeUronTime (s)=62.15, Memory (GB)=2.8, Storage (GB)=0.22026.02 | 78.82 | 95.47 | 95.58 | 94.03 | |
| SlugTime (s)=39, Memory (GB)=3.61, Storage (GB)=0.042026.02 | 75.43 | 77.5 | 81.18 | 75.97 | |
| SPMTime (s)=29700, Memory (GB)=6.9, Storage (GB)=42026.02 | 71.25 | 90.79 | 81.65 | 59.79 | |
| SPMMemory (GB)=6.9, Storage (GB)=0.02025.09 | 71.25 | 90.79 | 81.65 | — | |
| SAEmnesiaAdversarial Attack Type=UnlearnDiffAtk, Attack Status=After2025.09 | 57.5 | — | — | — | |
| CATime (s)=734, Memory (GB)=10.1, Storage (GB)=4.22026.02 | 46.67 | 90.11 | 81.97 | 54.21 | |
| CAMemory (GB)=10.1, Storage (GB)=4.22025.09 | 46.67 | 90.11 | 81.97 | — | |
| FMNTime (s)=350, Memory (GB)=17.9, Storage (GB)=4.22026.02 | 45.64 | 90.63 | 73.46 | 131.37 | |
| FMNMemory (GB)=17.9, Storage (GB)=4.22025.09 | 45.64 | 90.63 | 73.46 | — | |
| SAeUronAdversarial Attack Type=UnlearnDiffAtk, Attack Status=After2025.09 | 34.2 | — | — | — | |
| SEOTTime (s)=95, Memory (GB)=7.34, Storage (GB)=02026.02 | 23.25 | 95.57 | 82.71 | 62.38 | |
| SEOTMemory (GB)=7.34, Storage (GB)=0.02025.09 | 23.25 | 95.57 | 82.71 | — |