Class-incremental learning on CIFAR-10 (test)
77.67AccuracyEEIL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EEILCIL Method=EEIL, Cal Method=Vanilla2025.03 | 77.67 | 15.48 | 15.45 | |
| EEIL + TSCIL Method=EEIL, Cal Method=TS2025.03 | 76.91 | 10.2 | 10.16 | |
| EEIL + ETSCIL Method=EEIL, Cal Method=ETS2025.03 | 76.91 | 10.31 | 10.29 | |
| EEIL + IRMCIL Method=EEIL, Cal Method=IRM2025.03 | 76.91 | 10.51 | 10.32 | |
| EEIL + T-CILCIL Method=EEIL, Cal Method=T-CIL2025.03 | 76.91 | 10.49 | 10.46 | |
| DER + TSCIL Method=DER, Cal Method=TS2025.03 | 74.93 | 17.27 | 17.25 | |
| DER + ETSCIL Method=DER, Cal Method=ETS2025.03 | 74.93 | 16.82 | 16.79 | |
| DER + IRMCIL Method=DER, Cal Method=IRM2025.03 | 74.93 | 17.04 | 16.8 | |
| DER + T-CILCIL Method=DER, Cal Method=T-CIL2025.03 | 74.93 | 12.7 | 12.68 | |
| DERCIL Method=DER, Cal Method=Vanilla2025.03 | 74.53 | 21.81 | 21.78 | |
| WACIL Method=WA, Cal Method=Vanilla2025.03 | 73.06 | 19.1 | 19.07 | |
| WA + TSCIL Method=WA, Cal Method=TS2025.03 | 72.75 | 18.22 | 18.19 | |
| WA + ETSCIL Method=WA, Cal Method=ETS2025.03 | 72.75 | 17.96 | 17.92 | |
| WA + IRMCIL Method=WA, Cal Method=IRM2025.03 | 72.75 | 18.03 | 17.58 | |
| WA + T-CILCIL Method=WA, Cal Method=T-CIL2025.03 | 72.75 | 15.61 | 15.58 | |
| TSCalibration Method=Temperature Scaling, Backbone=ResNet-32, Base CIL method=ER, Number of incremental tasks=5, Memory size=200, Batch size=1282025.03 | 65.86 | 23.97 | 23.92 | |
| ETSCalibration Method=Ensemble Temperature Scaling, Backbone=ResNet-32, Base CIL method=ER, Number of incremental tasks=5, Memory size=200, Batch size=1282025.03 | 65.86 | 22.46 | 22.39 | |
| IRMCalibration Method=Isotonic Regression, Backbone=ResNet-32, Base CIL method=ER, Number of incremental tasks=5, Memory size=200, Batch size=1282025.03 | 65.86 | 22.09 | 21.83 | |
| T-CILCalibration Method=T-CIL, Backbone=ResNet-32, Base CIL method=ER, Number of incremental tasks=5, Memory size=200, Batch size=1282025.03 | 65.86 | 17.7 | 17.64 | |
| ER + TSCIL Method=ER, Cal Method=TS2025.03 | 65.86 | 23.97 | 23.92 | |
| ER + ETSCIL Method=ER, Cal Method=ETS2025.03 | 65.86 | 22.46 | 22.39 | |
| ER + IRMCIL Method=ER, Cal Method=IRM2025.03 | 65.86 | 22.09 | 21.83 | |
| ER + T-CILCIL Method=ER, Cal Method=T-CIL2025.03 | 65.86 | 17.7 | 17.64 | |
| VanillaCalibration Method=None, Backbone=ResNet-32, Base CIL method=ER, Number of incremental tasks=5, Memory size=200, Batch size=1282025.03 | 65.61 | 28.16 | 28.12 | |
| ERCIL Method=ER, Cal Method=Vanilla2025.03 | 65.61 | 28.16 | 28.12 |