Class-Incremental Learning on Food101-LT rho=100 (test)
36.84AccuracyOurs
Evaluation results
| Method | Links | |
|---|---|---|
| OursEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 36.84 | |
| OursEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 36.19 | |
| LUCIR-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 36.05 | |
| FOSTER-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 35.69 | |
| PODNet-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 35.42 | |
| PODNet-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 35.22 | |
| LUCIR-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 35.06 | |
| MAFDRCEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 34.22 | |
| FOSTER-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 33.48 | |
| FOSTEREvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 32.39 | |
| FOSTEREvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 31.46 | |
| MAFDRCEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 30.91 | |
| OursEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 29.05 | |
| LUCIR-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 27.65 | |
| MAFDRCEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 26.93 | |
| OursEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 26.42 | |
| FOSTER-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 25.82 | |
| LUCIR-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 24.68 | |
| FOSTEREvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 24.27 | |
| IL2MEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 23.93 | |
| PODNet-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 23.78 | |
| EEIL-2stageEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 22.83 | |
| BiCEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 22.8 | |
| EEIL-2stageEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 22.65 | |
| IL2MEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 22.48 | |
| FOSTER-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 22.28 | |
| iCaRLEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 21.83 | |
| SSILEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 21.65 | |
| iCaRLEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 21.31 | |
| PODNet-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 21.13 | |
| BiCEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 20.75 | |
| FOSTEREvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 20.45 | |
| EEIL-2stageEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 20.02 | |
| EEIL-2stageEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 19.75 | |
| WAEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 19.45 | |
| MAFDRCEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 19.21 | |
| SSILEvaluation protocol=LFH, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 19.03 | |
| WAEvaluation protocol=LFH, Total tasks (N)=5, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 18.45 | |
| iCaRLEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 18.13 | |
| BiCEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 16.94 | |
| SSILEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 16.86 | |
| BiCEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 16.81 | |
| WAEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 16.58 | |
| IL2MEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 16.27 | |
| IL2MEvaluation protocol=LFS, Total tasks (N)=10, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 16.11 | |
| WAEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 15.99 | |
| SSILEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 15.65 | |
| iCaRLEvaluation protocol=LFS, Total tasks (N)=20, Imbalance factor (rho)=100, Memory budget (ne)=202024.02 | 12.5 |