Class-Incremental Learning on ImageNet Subset-LT rho=100 (test)
50.57AccuracyOurs
Evaluation results
| Method | Links | |
|---|---|---|
| OursEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 50.57 | |
| OursEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 49.13 | |
| LUCIR-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 48.97 | |
| FOSTER-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 48.89 | |
| MAFDRCEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 48.23 | |
| PODNet-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 48.02 | |
| PODNet-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 47.74 | |
| LUCIR-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 47.39 | |
| FOSTER-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 46.93 | |
| FOSTEREvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 46.51 | |
| OursEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 45.12 | |
| MAFDRCEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 44.12 | |
| FOSTEREvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 43.88 | |
| EEIL-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 43.62 | |
| iCaRLEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 41.82 | |
| EEIL-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 41.49 | |
| OursEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 40.79 | |
| IL2MEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 40.75 | |
| iCaRLEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 40.21 | |
| MAFDRCEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 40.01 | |
| LUCIR-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 39.87 | |
| IL2MEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 39.08 | |
| SSILEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 38.97 | |
| EEIL-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 36.84 | |
| FOSTER-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 36.47 | |
| PODNet-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 35.47 | |
| SSILEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 35.18 | |
| LUCIR-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 34.79 | |
| MAFDRCEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 34.48 | |
| FOSTEREvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 34.38 | |
| FOSTER-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 33.95 | |
| iCaRLEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 33.75 | |
| BiCEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 33.31 | |
| BiCEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 33.18 | |
| WAEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 32.62 | |
| WAEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 32.58 | |
| PODNet-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 31.71 | |
| IL2MEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 31.7 | |
| BiCEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 30.86 | |
| EEIL-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 30.39 | |
| SSILEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 30.38 | |
| FOSTEREvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 29.75 | |
| iCaRLEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 29.71 | |
| BiCEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 29.23 | |
| WAEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 29.03 | |
| WAEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 28.1 | |
| SSILEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 25.99 | |
| IL2MEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 25.2 |