Random Data Forgetting on CIFAR-10 (test)
98.4DfOriginal
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| OriginalDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 98.4 | 97.81 | 86.4 | 85.96 | 3.15 | 23.48 | |
| RLDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 98.05 | 99.7 | 72.97 | 82.52 | 3.83 | 40.72 | |
| LAUDr (Access to remaining data)=true, Backbone=AllCNN2025.04 | 97.86 | 97.39 | 85.57 | 85.71 | 4.19 | 24.7 | |
| BSDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 96.71 | 96.93 | 83.2 | 85.4 | 6.34 | 28.03 | |
| FisherDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 96 | 95.76 | 83.33 | 81.81 | 7.68 | 27.69 | |
| NGDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 93.21 | 99.14 | 69.23 | 83.02 | 12.69 | 44.89 | |
| SalUnDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 86.83 | 98.12 | 83.81 | 91.22 | 23.22 | 27.49 | |
| FinetuneDr (Access to remaining data)=true, Backbone=AllCNN2025.04 | 82.99 | 98.6 | 69.57 | 85.35 | 28.97 | 44.8 | |
| SCRUBDr (Access to remaining data)=true, Backbone=AllCNN2025.04 | 80.41 | 96.62 | 65.53 | 81.85 | 32.57 | 48.51 | |
| l1-sparseDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 62.03 | 88.57 | 61.12 | 85.29 | 53.15 | 53.42 | |
| RetrainDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 41.28 | 96.18 | 44.4 | 84.38 | 72.92 | 67.03 | |
| ESC-TDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 29.47 | 97.25 | 25.07 | 86.12 | 81.74 | 80.12 | |
| ESCDr (Access to remaining data)=false, Backbone=AllCNN2025.04 | 8.53 | 97.45 | 8.23 | 86.56 | 94.36 | 89.08 |