Full-class Unlearning on CIFAR-100
76.81Retention Accuracy (RA)SCRUB
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SCRUBBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 76.81 | 0 | 76.02 | 0.18 | 5.57 | 124 | |
| BTBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 76.67 | 0 | 76.02 | 0.14 | 0 | 32 | |
| FTBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 76.67 | 0.28 | 75.88 | 0.19 | 0.28 | 250 | |
| SalUnBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 76.63 | 1.2 | 75.85 | 0.47 | 0 | 254 | |
| RetrainBackbone=ResNet-18, Number of independent trials=52024.02 | 76.52 | 0 | 75.76 | 0 | 2.87 | 7,432 | |
| LoTusBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 76.48 | 5 | 75.87 | 1.72 | 0 | 140 | |
| MU-MisBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 76.42 | 0 | 75.64 | 0.07 | 0 | 30 | |
| PretrainBackbone=ResNet-18, Number of independent trials=52024.02 | 76.41 | 79.69 | 76.47 | 26.84 | 95.8 | 10,880 | |
| SSDBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 76.27 | 0 | 75.49 | 0.17 | 0 | 26 | |
| DUCKBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 75.82 | 0.2 | 75.13 | 0.51 | 0 | 100 | |
| MUNBaBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 74.09 | 0 | 73.4 | 1.6 | 9.3 | 217 | |
| SCARBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 71.33 | 5.61 | 70.66 | 5.29 | 13.28 | 367 | |
| NGBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 69.76 | 0 | 69.23 | 4.43 | 0 | 2 | |
| RLBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 65.98 | 5.22 | 65.52 | 8.66 | 0 | 12 | |
| JiTBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 65.44 | 3 | 64.87 | 8.32 | 4.44 | 15 |