Exemplar-Free Class-Incremental Learning on CIFAR-100
66.61Avg Top-1 Inc AccEFC++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EFC++T (Task Horizon)=10, Backbone=ResNet-182026.06 | 66.61 | 52.68 | |
| FeTrILNumber of incremental steps (T)=52022.11 | 66.3 | — | |
| IL2A*Number of incremental steps (T)=52022.11 | 66 | — | |
| SSRE*Number of incremental steps (T)=52022.11 | 65.9 | — | |
| FeTrILNumber of incremental steps (T)=102022.11 | 65.2 | — | |
| SSRE*Number of incremental steps (T)=102022.11 | 65 | — | |
| DSLDANumber of incremental steps (T)=52022.11 | 64 | — | |
| ABD*Number of incremental steps (T)=52022.11 | 63.8 | — | |
| DSLDANumber of incremental steps (T)=102022.11 | 63.8 | — | |
| EWC-DRProtocol=Big start, Number of tasks (T)=52026.03 | 63.75 | 50.23 | |
| PASS*Number of incremental steps (T)=52022.11 | 63.5 | — | |
| AdaGaussT (Task Horizon)=10, Backbone=ResNet-182026.06 | 62.53 | 46.57 | |
| ABD*Number of incremental steps (T)=102022.11 | 62.5 | — | |
| ADCT (Task Horizon)=10, Backbone=ResNet-182026.06 | 61.98 | 44.71 | |
| PASS*Number of incremental steps (T)=102022.11 | 61.8 | — | |
| SSRE*Number of incremental steps (T)=202022.11 | 61.7 | — | |
| FeTrILNumber of incremental steps (T)=202022.11 | 61.5 | — | |
| EWC-DRProtocol=Equally split, Number of tasks (T)=52026.03 | 61.47 | 46.89 | |
| EWC-DRProtocol=Big start, Number of tasks (T)=102026.03 | 60.94 | 44.88 | |
| DSLDANumber of incremental steps (T)=202022.11 | 60.8 | — | |
| DSLDANumber of incremental steps (T)=502022.11 | 60.5 | — | |
| IL2A*Number of incremental steps (T)=102022.11 | 60.3 | — | |
| DeeSILNumber of incremental steps (T)=52022.11 | 60 | — | |
| FeTrILNumber of incremental steps (T)=502022.11 | 59.8 | — | |
| SDC*Number of incremental steps (T)=202022.11 | 58.9 | — | |
| PASS*Number of incremental steps (T)=202022.11 | 58.1 | — | |
| IL2A*Number of incremental steps (T)=202022.11 | 57.9 | — | |
| ABD*Number of incremental steps (T)=202022.11 | 57.4 | — | |
| CIRCLET (Task Horizon)=100, Backbone=ResNet-182026.06 | 57.22 | 45.34 | |
| SDC*Number of incremental steps (T)=102022.11 | 57 | — | |
| CIRCLET (Task Horizon)=50, Backbone=ResNet-182026.06 | 56.97 | 45.35 | |
| SDC*Number of incremental steps (T)=52022.11 | 56.8 | — | |
| DS-ALT (Task Horizon)=10, Backbone=ResNet-182026.06 | 56.43 | 41.76 | |
| AdaGaussT (Task Horizon)=20, Backbone=ResNet-182026.06 | 56.11 | 40.8 | |
| CIRCLET (Task Horizon)=20, Backbone=ResNet-182026.06 | 55.9 | 45.34 | |
| EFC++T (Task Horizon)=20, Backbone=ResNet-182026.06 | 55.74 | 42.1 | |
| ACILT (Task Horizon)=10, Backbone=ResNet-182026.06 | 55.36 | 40.73 | |
| CIRCLET (Task Horizon)=10, Backbone=ResNet-182026.06 | 55.32 | 45.34 | |
| EWC-DRProtocol=Big start, Number of tasks (T)=202026.03 | 53.45 | 35.86 | |
| PASST (Task Horizon)=10, Backbone=ResNet-182026.06 | 52.85 | 36.76 | |
| FeTRILT (Task Horizon)=10, Backbone=ResNet-182026.06 | 52.06 | 36.6 | |
| LUCIRNumber of incremental steps (T)=52022.11 | 51.2 | — | |
| LwFT (Task Horizon)=10, Backbone=ResNet-182026.06 | 50.92 | 28.92 | |
| DeeSILNumber of incremental steps (T)=102022.11 | 50.6 | — | |
| ADCT (Task Horizon)=20, Backbone=ResNet-182026.06 | 49.86 | 31.89 | |
| FeCAMT (Task Horizon)=10, Backbone=ResNet-182026.06 | 49.71 | 33.08 | |
| MUC*Number of incremental steps (T)=52022.11 | 49.4 | — | |
| MASProtocol=Big start, Number of tasks (T)=52026.03 | 48.32 | 35.37 | |
| EWC-DRProtocol=Equally split, Number of tasks (T)=102026.03 | 46.01 | 29.41 | |
| LwF-MC*Number of incremental steps (T)=52022.11 | 45.9 | — | |
| DS-ALT (Task Horizon)=20, Backbone=ResNet-182026.06 | 45.79 | 34.89 | |
| online EWCProtocol=Big start, Number of tasks (T)=52026.03 | 45.65 | 29.7 | |
| ACILT (Task Horizon)=20, Backbone=ResNet-182026.06 | 44.54 | 33.16 | |
| online EWCProtocol=Equally split, Number of tasks (T)=52026.03 | 43.97 | 26.13 | |
| MASProtocol=Equally split, Number of tasks (T)=52026.03 | 43.68 | 29.45 | |
| MASProtocol=Big start, Number of tasks (T)=102026.03 | 43.24 | 29.09 | |
| IL2AT (Task Horizon)=10, Backbone=ResNet-182026.06 | 43.23 | 27.24 | |
| FeTRILT (Task Horizon)=20, Backbone=ResNet-182026.06 | 42.25 | 27.71 | |
| LUCIRNumber of incremental steps (T)=102022.11 | 41.1 | — | |
| PASST (Task Horizon)=20, Backbone=ResNet-182026.06 | 40.73 | 24.85 | |
| online EWCProtocol=Big start, Number of tasks (T)=102026.03 | 40.36 | 26.36 | |
| AdaGaussT (Task Horizon)=50, Backbone=ResNet-182026.06 | 40.3 | 15.64 | |
| EWCProtocol=Equally split, Number of tasks (T)=52026.03 | 39.02 | 17.8 | |
| EFC++T (Task Horizon)=50, Backbone=ResNet-182026.06 | 38.93 | 26.95 | |
| DS-ALT (Task Horizon)=50, Backbone=ResNet-182026.06 | 38.17 | 25.84 | |
| DeeSILNumber of incremental steps (T)=202022.11 | 38.1 | — | |
| MASProtocol=Equally split, Number of tasks (T)=102026.03 | 37.84 | 23.41 | |
| SIProtocol=Big start, Number of tasks (T)=52026.03 | 37.68 | 19.26 | |
| ACILT (Task Horizon)=50, Backbone=ResNet-182026.06 | 37.37 | 24.95 | |
| LwFT (Task Horizon)=20, Backbone=ResNet-182026.06 | 37.15 | 18.06 | |
| FeCAMT (Task Horizon)=20, Backbone=ResNet-182026.06 | 37.02 | 23.09 | |
| MASProtocol=Big start, Number of tasks (T)=202026.03 | 34.77 | 19.98 | |
| FeCAMT (Task Horizon)=50, Backbone=ResNet-182026.06 | 34.05 | 20.97 | |
| PASST (Task Horizon)=50, Backbone=ResNet-182026.06 | 33.76 | 19.23 | |
| EWC-DRProtocol=Equally split, Number of tasks (T)=202026.03 | 33.52 | 18 | |
| online EWCProtocol=Equally split, Number of tasks (T)=102026.03 | 33.04 | 17.45 | |
| EWCProtocol=Big start, Number of tasks (T)=52026.03 | 32.82 | 14.61 | |
| FeTRILT (Task Horizon)=50, Backbone=ResNet-182026.06 | 32.76 | 20.24 | |
| online EWCProtocol=Big start, Number of tasks (T)=202026.03 | 31.71 | 17.63 | |
| ADCT (Task Horizon)=50, Backbone=ResNet-182026.06 | 30.57 | 16.22 | |
| MUC*Number of incremental steps (T)=102022.11 | 30.2 | — | |
| SIProtocol=Equally split, Number of tasks (T)=52026.03 | 29.84 | 13.1 | |
| PASST (Task Horizon)=100, Backbone=ResNet-182026.06 | 28.7 | 15.48 | |
| EWCProtocol=Equally split, Number of tasks (T)=102026.03 | 27.9 | 10.62 | |
| SIProtocol=Big start, Number of tasks (T)=102026.03 | 27.45 | 11.33 | |
| LwF-MC*Number of incremental steps (T)=102022.11 | 27.4 | — | |
| MASProtocol=Equally split, Number of tasks (T)=202026.03 | 27.39 | 13.24 | |
| EWCProtocol=Big start, Number of tasks (T)=102026.03 | 27.02 | 11.53 | |
| IL2AT (Task Horizon)=50, Backbone=ResNet-182026.06 | 26.97 | 15.31 | |
| EFC++T (Task Horizon)=100, Backbone=ResNet-182026.06 | 26.73 | 16.4 | |
| online EWCProtocol=Equally split, Number of tasks (T)=202026.03 | 25.49 | 11.52 | |
| LUCIRNumber of incremental steps (T)=202022.11 | 25.2 | — | |
| EWC*Number of incremental steps (T)=52022.11 | 24.5 | — | |
| DS-ALT (Task Horizon)=100, Backbone=ResNet-182026.06 | 23.86 | 15.02 | |
| SIProtocol=Equally split, Number of tasks (T)=102026.03 | 23.58 | 9.91 | |
| FeCAMT (Task Horizon)=100, Backbone=ResNet-182026.06 | 23.44 | 13.85 | |
| ACILT (Task Horizon)=100, Backbone=ResNet-182026.06 | 23.13 | 14.04 | |
| FeTRILT (Task Horizon)=100, Backbone=ResNet-182026.06 | 22.15 | 12.04 | |
| MUC*Number of incremental steps (T)=202022.11 | 21.3 | — | |
| AdaGaussT (Task Horizon)=100, Backbone=ResNet-182026.06 | 21.26 | 6.87 |