Exemplar-Free Class-Incremental Learning on CIFAR-100 Big start
66.3Average Incremental Accuracy (Aavg)FeTrIL
Evaluation results
| Method | Links | |
|---|---|---|
| FeTrILNumber of tasks (T)=5, Seed=19932026.03 | 66.3 | |
| SSRENumber of tasks (T)=5, Seed=19932026.03 | 65.9 | |
| FeTrILNumber of tasks (T)=10, Seed=19932026.03 | 65.2 | |
| SSRENumber of tasks (T)=10, Seed=19932026.03 | 65 | |
| EWC-DRNumber of tasks (T)=5, Seed=19932026.03 | 63.9 | |
| EWC-DRcategory=Regularization, T=5, trials=mean across 32026.03 | 63.75 | |
| PASSNumber of tasks (T)=5, Seed=19932026.03 | 63.5 | |
| EWC-DRNumber of tasks (T)=10, Seed=19932026.03 | 62.1 | |
| PASSNumber of tasks (T)=10, Seed=19932026.03 | 61.8 | |
| SSRENumber of tasks (T)=20, Seed=19932026.03 | 61.7 | |
| FeTrILNumber of tasks (T)=20, Seed=19932026.03 | 61.5 | |
| EWC-DRcategory=Regularization, T=10, trials=mean across 32026.03 | 60.94 | |
| iCaRL-NCMcategory=Replay, T=5, trials=mean across 32026.03 | 58.56 | |
| PASSNumber of tasks (T)=20, Seed=19932026.03 | 58.1 | |
| iCaRL-NCMcategory=Replay, T=10, trials=mean across 32026.03 | 54.19 | |
| EWC-DRNumber of tasks (T)=20, Seed=19932026.03 | 53.5 | |
| EWC-DRcategory=Regularization, T=20, trials=mean across 32026.03 | 53.45 | |
| iCaRL-CNNcategory=Replay, T=5, trials=mean across 32026.03 | 51.07 | |
| iCaRL-NCMcategory=Replay, T=20, trials=mean across 32026.03 | 50.51 | |
| MUCcategory=Regularization, T=5, trials=mean across 32026.03 | 49.42 | |
| iCaRL-CNNcategory=Replay, T=10, trials=mean across 32026.03 | 48.66 | |
| LWF-MCcategory=Regularization, T=5, trials=mean across 32026.03 | 45.93 | |
| iCaRL-CNNcategory=Replay, T=20, trials=mean across 32026.03 | 44.43 | |
| GPMcategory=Optimization, T=5, trials=mean across 32026.03 | 41.51 | |
| GPMcategory=Optimization, T=20, trials=mean across 32026.03 | 41.27 | |
| GPMcategory=Optimization, T=10, trials=mean across 32026.03 | 37.78 | |
| EWCNumber of tasks (T)=5, Seed=19932026.03 | 33.4 | |
| EWCcategory=Regularization, T=5, trials=mean across 32026.03 | 32.82 | |
| MUCcategory=Regularization, T=10, trials=mean across 32026.03 | 30.19 | |
| LWF-MCcategory=Regularization, T=10, trials=mean across 32026.03 | 27.43 | |
| EWCcategory=Regularization, T=10, trials=mean across 32026.03 | 27.02 | |
| EWCNumber of tasks (T)=10, Seed=19932026.03 | 26.4 | |
| ADAM-NSCLcategory=Optimization, T=5, trials=mean across 32026.03 | 22.67 | |
| MUCcategory=Regularization, T=20, trials=mean across 32026.03 | 21.27 | |
| LWF-MCcategory=Regularization, T=20, trials=mean across 32026.03 | 20.07 | |
| EWCcategory=Regularization, T=20, trials=mean across 32026.03 | 19.61 | |
| EWCNumber of tasks (T)=20, Seed=19932026.03 | 19.2 | |
| ADAM-NSCLcategory=Optimization, T=10, trials=mean across 32026.03 | 12.72 | |
| ADAM-NSCLcategory=Optimization, T=20, trials=mean across 32026.03 | 8.79 |