Single-class unlearning on CIFAR-100
78.52ACCrOriginal
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| OriginalBackbone=ResNet182025.12 | 78.52 | 78.93 | 0.3 | |
| RetrainingBackbone=ResNet182025.12 | 78.3 | 0 | 100 | |
| TRWBackbone=ResNet182025.12 | 78.05 | 0 | 99.56 | |
| TRW-2RBackbone=ResNet182025.12 | 77.97 | 0.01 | 98.87 | |
| SCRUBBackbone=ResNet182025.12 | 76.92 | 0 | 87.65 | |
| SVDBackbone=ResNet182025.12 | 75.86 | 0 | 99.3 | |
| SCARBackbone=ResNet182025.12 | 75.42 | 0.5 | 97.61 | |
| FTBackbone=ResNet182025.12 | 73.37 | 0 | 86.09 | |
| l1Backbone=ResNet182025.12 | 72.3 | 0 | 84.75 | |
| SalUnBackbone=ResNet182025.12 | 72.11 | 0 | 98.65 | |
| GABackbone=ResNet182025.12 | 72.05 | 0 | 85.11 | |
| l2ulBackbone=ResNet182025.12 | 71.56 | 0 | 97.05 | |
| RLBackbone=ResNet182025.12 | 70.97 | 0 | 88.65 | |
| OriginalBackbone=VGG192025.12 | 69.87 | 70.72 | 0.45 | |
| RetrainingBackbone=VGG192025.12 | 69.54 | 0 | 100 | |
| TRWBackbone=VGG192025.12 | 69.36 | 0 | 99.15 | |
| TRW-2RBackbone=VGG192025.12 | 69.07 | 0 | 99 | |
| SVDBackbone=VGG192025.12 | 68.53 | 0 | 100 | |
| BUBackbone=ResNet182025.12 | 67.52 | 0 | 81.62 | |
| l2ulBackbone=VGG192025.12 | 66.77 | 0 | 99.52 | |
| SCARBackbone=VGG192025.12 | 65.97 | 1.38 | 100 | |
| FTBackbone=VGG192025.12 | 65.26 | 0 | 87.41 | |
| SalUnBackbone=VGG192025.12 | 63.58 | 0 | 99.97 | |
| GABackbone=VGG192025.12 | 62.34 | 0 | 83.58 | |
| BUBackbone=VGG192025.12 | 59.27 | 0 | 84.32 | |
| SCRUBBackbone=VGG192025.12 | 58.91 | 0 | 89.01 | |
| RLBackbone=VGG192025.12 | 58.83 | 0 | 87.2 | |
| l1Backbone=VGG192025.12 | 57.28 | 0 | 83.89 |