Machine Unlearning on Imagenette
76.7Accuracy (garbage truck)MACE
Evaluation Results
| Method | Links | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| MACE2026.01 | 76.7 | 8.3 | 65.5 | 80.6 | 61.3 | 80.7 | 81.2 | 66.8 | 87.3 | 74.9 | 58.5 | 78.2 | 54.2 | |
| MACEunlearning_mode=simultaneous2026.01 | 76.7 | 8.3 | 65.5 | 80.6 | 61.3 | 80.7 | 81.2 | 66.8 | 87.3 | 74.9 | 58.5 | 78.2 | 54.2 | |
| FMN2026.01 | 68.4 | 10.1 | 62.3 | 79.6 | 23.9 | 79.2 | 85.8 | 71.4 | 80.7 | 67.4 | 48.9 | 76.9 | 61.4 | |
| FMNunlearning_mode=simultaneous2026.01 | 68.4 | 10.1 | 62.3 | 79.6 | 23.9 | 79.2 | 85.8 | 71.4 | 80.7 | 67.4 | 48.9 | 76.9 | 61.4 | |
| SPM2026.01 | 48 | 2.6 | 46.2 | 59.8 | 28.2 | 77.1 | 85.1 | 68.5 | 80.3 | 73 | 37 | 76.5 | 69.1 | |
| SPMunlearning_mode=simultaneous2026.01 | 48 | 2.6 | 46.2 | 59.8 | 28.2 | 77.1 | 85.1 | 68.5 | 80.3 | 73 | 37 | 76.5 | 69.1 | |
| AC2026.01 | 47.2 | 8.4 | 9.1 | 76.4 | 64.2 | 65.1 | 77.4 | 79 | 90.1 | 78.9 | 41.1 | 78.1 | 67.2 | |
| ACunlearning_mode=simultaneous2026.01 | 47.2 | 8.4 | 9.1 | 76.4 | 64.2 | 65.1 | 77.4 | 79 | 90.1 | 78.9 | 41.1 | 78.1 | 67.2 | |
| ESD2026.01 | 26.8 | 3.4 | 39.8 | 53.7 | 9.5 | 71 | 74.7 | 63.9 | 87 | 64.4 | 26.6 | 72.2 | 72.8 | |
| ESDunlearning_mode=simultaneous2026.01 | 26.8 | 3.4 | 39.8 | 53.7 | 9.5 | 71 | 74.7 | 63.9 | 87 | 64.4 | 26.6 | 72.2 | 72.8 | |
| UCE2026.01 | 16.9 | 3.1 | 3.7 | 0.4 | 3.6 | 58.6 | 76.8 | 75 | 78.7 | 75.2 | 5.5 | 71.9 | 81.7 | |
| UCEunlearning_mode=simultaneous2026.01 | 16.9 | 3.1 | 3.7 | 0.4 | 3.6 | 58.6 | 76.8 | 75 | 78.7 | 75.2 | 5.5 | 71.9 | 81.7 | |
| SalUn2026.01 | 7.2 | 16.9 | 43.1 | 1.3 | 8.1 | 73.3 | 81.4 | 72.4 | 85.5 | 74.2 | 22.3 | 77.4 | 77.5 | |
| SalUnunlearning_mode=simultaneous2026.01 | 7.2 | 16.9 | 43.1 | 1.3 | 8.1 | 73.3 | 81.4 | 72.4 | 85.5 | 74.2 | 22.3 | 77.4 | 77.5 | |
| CP2026.01 | 5.3 | 2.8 | 1.9 | 0.9 | 2.8 | 48.3 | 62.7 | 51 | 84 | 22.5 | 2.7 | 52.4 | 68.1 | |
| CPunlearning_mode=simultaneous2026.01 | 5.3 | 2.8 | 1.9 | 0.9 | 2.8 | 48.3 | 62.7 | 51 | 84 | 22.5 | 2.7 | 52.4 | 68.1 | |
| FIA2026.01 | 2.6 | 1.4 | 1.7 | 2.5 | 2.4 | 77.2 | 81.7 | 68.9 | 86.4 | 67.9 | 2.1 | 76.7 | 86 | |
| FIAunlearning_mode=simultaneous2026.01 | 2.6 | 1.4 | 1.7 | 2.5 | 2.4 | 77.2 | 81.7 | 68.9 | 86.4 | 67.9 | 2.1 | 76.7 | 86 |