Full-class Unlearning on Tiny ImageNet
86.35Retention Accuracy (RA)Retrain
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| RetrainBackbone=ViT2024.02 | 86.35 | 0 | 85.92 | 0 | 8.8 | — | |
| PretrainBackbone=ViT2024.02 | 84.21 | 87.5 | 84.23 | 30.44 | 95.4 | — | |
| SalunBackbone=ViT2024.02 | 83.94 | 0 | 83.49 | 1.88 | 0 | 81 | |
| MU-MisBackbone=ViT2024.02 | 82.13 | 0 | 82.17 | 2.69 | 0 | 3 | |
| RLBackbone=ViT2024.02 | 67.69 | 0 | 67.43 | 12.38 | 0 | 0.15 | |
| PretrainBackbone=ResNet-18, Number of independent trials=52024.02 | 65.85 | 62 | 65.5 | 21.03 | 93.59 | 13,600 | |
| SSDBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 65.58 | 0 | 65.19 | 0.17 | 0 | 59 | |
| RetrainBackbone=ResNet-18, Number of independent trials=52024.02 | 65.36 | 0 | 64.9 | 0 | 4.8 | 10,367 | |
| SalUnBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 65.21 | 0 | 64.88 | 0.06 | 4.4 | 2,630 | |
| SCRUBBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 65.06 | 0 | 64.69 | 0.17 | 14.6 | 860 | |
| LoTusBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 65.02 | 0 | 64.65 | 0.2 | 0 | 182 | |
| DUCKBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 64.97 | 0 | 64.61 | 0.23 | 2.6 | 55 | |
| MU-MisBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 64.95 | 0 | 64.85 | 0.15 | 0.2 | 83 | |
| BTBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 64.9 | 0 | 64.53 | 0.28 | 0 | 240 | |
| MUNBaBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 64.22 | 0 | 63.88 | 0.72 | 7.8 | 897 | |
| FTBackbone=ResNet-18, Data Dependency=remaining-data-dependent, Number of independent trials=52024.02 | 64.16 | 0 | 63.87 | 0.74 | 4.4 | 262 | |
| NGBackbone=ViT2024.02 | 63.12 | 0 | 62.88 | 15.28 | 0 | 0.21 | |
| SCARBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 59.98 | 0 | 59.62 | 3.55 | 0.67 | 1,052 | |
| NGBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 59.62 | 0 | 59.26 | 3.79 | 1.8 | 3 | |
| JiTBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 53.82 | 0 | 53.16 | 7.76 | 5.29 | 5 | |
| RLBackbone=ResNet-18, Data Dependency=remaining-data-free, Number of independent trials=52024.02 | 53.41 | 0 | 53.04 | 7.94 | 2 | 10 |