Class-Incremental Learning on CIFAR100-LT rho=100 (test)
40.26Avg AccFOSTER-2stage
Evaluation results
| Method | Links | |
|---|---|---|
| FOSTER-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 40.26 | |
| OursEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 40.18 | |
| FOSTER-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 39.43 | |
| OursEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 39.11 | |
| MAFDRCEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 38.51 | |
| LUCIR-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 38.47 | |
| PODNet-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 38.45 | |
| PODNet-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 38.38 | |
| MAFDRCEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 37.94 | |
| FOSTEREvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 37.91 | |
| LUCIR-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 37.86 | |
| FOSTEREvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 37.25 | |
| EEIL-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 36.4 | |
| OursEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 35.66 | |
| EEIL-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 34.91 | |
| IL2MEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 34.9 | |
| OursEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 34.35 | |
| EEIL-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 33.64 | |
| IL2MEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 33.42 | |
| MAFDRCEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 32.67 | |
| EEIL-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 32.25 | |
| WAEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 32.07 | |
| MAFDRCEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 31.95 | |
| IL2MEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 31.37 | |
| FOSTER-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 31.27 | |
| LUCIR-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 31.09 | |
| LUCIR-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 31.03 | |
| SSILEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 30.72 | |
| FOSTER-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 30.68 | |
| FOSTEREvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 30.43 | |
| PODNet-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 30.41 | |
| PODNet-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 30.37 | |
| IL2MEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 29.99 | |
| FOSTEREvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 29.96 | |
| SSILEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 29.21 | |
| BiCEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 28.89 | |
| iCaRLEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 28.68 | |
| iCaRLEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 28.33 | |
| WAEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 27.63 | |
| WAEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 26.85 | |
| SSILEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 26.15 | |
| SSILEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 26.07 | |
| BiCEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 25.95 | |
| BiCEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 25.68 | |
| iCaRLEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 24.28 | |
| WAEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 23.48 | |
| iCaRLEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 21.83 | |
| BiCEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 20.1 |