Class-Incremental Learning on Tiny-ImageNet (test)
47.79AccuracyDER + TS
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DER + TSCIL Method=DER, Cal Method=TS2025.03 | 47.79 | 11.29 | 11.26 | — | |
| DER + ETSCIL Method=DER, Cal Method=ETS2025.03 | 47.79 | 7.83 | 7.86 | — | |
| DER + IRMCIL Method=DER, Cal Method=IRM2025.03 | 47.79 | 10.47 | 11.01 | — | |
| DER + PerturbTSCIL Method=DER, Cal Method=PerturbTS2025.03 | 47.79 | 15.56 | 15.55 | — | |
| DER + T-CILCIL Method=DER, Cal Method=T-CIL2025.03 | 47.79 | 6.91 | 6.9 | — | |
| DERCIL Method=DER, Cal Method=Vanilla2025.03 | 46.62 | 39 | 38.99 | — | |
| WACIL Method=WA, Cal Method=Vanilla2025.03 | 39.66 | 10.97 | 10.96 | — | |
| WA + TSCIL Method=WA, Cal Method=TS2025.03 | 38.59 | 13.24 | 13.28 | — | |
| WA + ETSCIL Method=WA, Cal Method=ETS2025.03 | 38.59 | 13.01 | 13.06 | — | |
| WA + IRMCIL Method=WA, Cal Method=IRM2025.03 | 38.59 | 10.88 | 10.87 | — | |
| WA + PerturbTSCIL Method=WA, Cal Method=PerturbTS2025.03 | 38.59 | 8.63 | 8.61 | — | |
| WA + T-CILCIL Method=WA, Cal Method=T-CIL2025.03 | 38.59 | 11.43 | 11.46 | — | |
| EEILCIL Method=EEIL, Cal Method=Vanilla2025.03 | 37.44 | 29.69 | 29.68 | — | |
| EEIL + TSCIL Method=EEIL, Cal Method=TS2025.03 | 37.16 | 13.16 | 13.15 | — | |
| EEIL + ETSCIL Method=EEIL, Cal Method=ETS2025.03 | 37.16 | 13.52 | 13.51 | — | |
| EEIL + IRMCIL Method=EEIL, Cal Method=IRM2025.03 | 37.16 | 14.66 | 14.69 | — | |
| EEIL + PerturbTSCIL Method=EEIL, Cal Method=PerturbTS2025.03 | 37.16 | 8.81 | 8.81 | — | |
| EEIL + T-CILCIL Method=EEIL, Cal Method=T-CIL2025.03 | 37.16 | 15.58 | 15.56 | — | |
| ERCIL Method=ER, Cal Method=Vanilla2025.03 | 31.95 | 32.56 | 32.55 | — | |
| ER + TSCIL Method=ER, Cal Method=TS2025.03 | 31.48 | 19.44 | 19.44 | — | |
| ER + ETSCIL Method=ER, Cal Method=ETS2025.03 | 31.48 | 19.81 | 19.83 | — | |
| ER + IRMCIL Method=ER, Cal Method=IRM2025.03 | 31.48 | 19.77 | 19.73 | — | |
| ER + PerturbTSCIL Method=ER, Cal Method=PerturbTS2025.03 | 31.48 | 10.6 | 10.58 | — | |
| ER + T-CILCIL Method=ER, Cal Method=T-CIL2025.03 | 31.48 | 8.12 | 8.12 | — | |
| DER++Buffer Size=2000, Backbone=ResNet-182026.05 | — | — | — | -26.88 | |
| DER++Buffer Size=4000, Backbone=ResNet-182026.05 | — | — | — | -22.54 | |
| ERBuffer Size=2000, Backbone=ResNet-182026.05 | — | — | — | -30.76 | |
| ERBuffer Size=4000, Backbone=ResNet-182026.05 | — | — | — | -28.47 | |
| ER-ACEBuffer Size=2000, Backbone=ResNet-182026.05 | — | — | — | -30.76 | |
| ER-ACEBuffer Size=4000, Backbone=ResNet-182026.05 | — | — | — | -28.47 | |
| FTBuffer Size=—, Backbone=ResNet-182026.05 | — | — | — | -14.04 | |
| GDUMBBuffer Size=2000, Backbone=ResNet-182026.05 | — | — | — | -4.14 | |
| GDUMBBuffer Size=4000, Backbone=ResNet-182026.05 | — | — | — | -6.03 | |
| iCaRLBuffer Size=2000, Backbone=ResNet-182026.05 | — | — | — | -1.43 | |
| iCaRLBuffer Size=4000, Backbone=ResNet-182026.05 | — | — | — | -1.89 | |
| LODEBuffer Size=2000, Backbone=ResNet-182026.05 | — | — | — | -16.72 | |
| LODEBuffer Size=4000, Backbone=ResNet-182026.05 | — | — | — | -11.67 | |
| LUCIRBuffer Size=2000, Backbone=ResNet-182026.05 | — | — | — | -22.49 | |
| LUCIRBuffer Size=4000, Backbone=ResNet-182026.05 | — | — | — | -21.72 | |
| MANGOBuffer Size=2000, Backbone=ResNet-182026.05 | — | — | — | -6.54 | |
| MANGOBuffer Size=4000, Backbone=ResNet-182026.05 | — | — | — | -6.6 |