Random Data Forgetting on CIFAR-100 (test)
0.27Forgetting (Df)ESC
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| ESCDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 0.27 | 76.55 | 0.59 | 65.74 | 86.62 | 79.14 | |
| ESC-TDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 8.59 | 80.46 | 8.05 | 71.86 | 85.59 | 80.67 | |
| FinetuneDr (Access to remaining data)=true, Backbone=ResNet-182025.04 | 40.68 | 78.21 | 38.25 | 72.88 | 67.47 | 66.85 | |
| RLDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 46.48 | 70.76 | 38.88 | 61.48 | 60.95 | 61.3 | |
| NGDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 52.39 | 70.68 | 44.24 | 62.19 | 56.9 | 58.8 | |
| RetrainDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 54.66 | 82.03 | 87.8 | 73.1 | 58.4 | 53.51 | |
| BSDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 55.98 | 72.63 | 46.63 | 62.42 | 54.81 | 57.54 | |
| l1-sparseDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 60.56 | 65.78 | 54.63 | 58.53 | 49.31 | 51.11 | |
| SCRUBDr (Access to remaining data)=true, Backbone=ResNet-182025.04 | 74.85 | 79.25 | 55.27 | 65.57 | 38.19 | 53.18 | |
| FisherDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 81.46 | 84.05 | 60.96 | 70.24 | 30.38 | 50.18 | |
| LAUDr (Access to remaining data)=true, Backbone=ResNet-182025.04 | 81.81 | 83.14 | 68.43 | 70.68 | 29.85 | 43.64 | |
| OriginalDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 83.06 | 83.27 | 69.4 | 70.54 | 28.15 | 42.68 | |
| SalUnDr (Access to remaining data)=false, Backbone=ResNet-182025.04 | 86.68 | 96.61 | 66.86 | 71.86 | 23.41 | 45.36 |