Exemplar-Free Class-Incremental Learning on TinyImageNet
54.8Top-1 Acc (Inc)FeTrIL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FeTrILNumber of incremental steps (T)=52022.11 | 54.8 | — | |
| DSLDANumber of incremental steps (T)=52022.11 | 53.1 | — | |
| FeTrILNumber of incremental steps (T)=102022.11 | 53.1 | — | |
| DSLDANumber of incremental steps (T)=102022.11 | 52.9 | — | |
| DSLDANumber of incremental steps (T)=202022.11 | 52.8 | — | |
| DSLDANumber of incremental steps (T)=1002022.11 | 52.6 | — | |
| EFC++T (Task Horizon)=10, Backbone=ResNet-182026.06 | 52.34 | 39.49 | |
| FeTrILNumber of incremental steps (T)=202022.11 | 52.2 | — | |
| AdaGaussT (Task Horizon)=10, Backbone=ResNet-182026.06 | 50.67 | 37.97 | |
| SSRE*Number of incremental steps (T)=52022.11 | 50.4 | — | |
| FeTrILNumber of incremental steps (T)=1002022.11 | 50.2 | — | |
| DeeSILNumber of incremental steps (T)=52022.11 | 49.8 | — | |
| PASS*Number of incremental steps (T)=52022.11 | 49.6 | — | |
| BiCycT=10, Training condition=from scratch2026.06 | 49.1 | 35.4 | |
| SSRE*Number of incremental steps (T)=102022.11 | 48.9 | — | |
| SSRE*Number of incremental steps (T)=202022.11 | 48.2 | — | |
| EFCT=10, Training condition=from scratch2026.06 | 47.9 | 34.5 | |
| EFC++T (Task Horizon)=20, Backbone=ResNet-182026.06 | 47.51 | 35.16 | |
| PASS*Number of incremental steps (T)=102022.11 | 47.3 | — | |
| IL2A*Number of incremental steps (T)=52022.11 | 47.3 | — | |
| EWC-DRSplit strategy=Big start, Number of tasks (T)=52026.03 | 47 | 38.24 | |
| DPCRT=10, Training condition=from scratch2026.06 | 46.9 | 34.3 | |
| LDCT=10, Training condition=from scratch2026.06 | 46.8 | 34.2 | |
| AdaGaussT=10, Training condition=from scratch2026.06 | 45.8 | 32.9 | |
| FeTrILT=10, Training condition=from scratch2026.06 | 45.3 | 31 | |
| FeCAMT=10, Training condition=from scratch2026.06 | 44.9 | 30.9 | |
| IL2A*Number of incremental steps (T)=102022.11 | 44.7 | — | |
| AdaGaussT (Task Horizon)=20, Backbone=ResNet-182026.06 | 44.46 | 31.44 | |
| BiCycT=20, Training condition=from scratch2026.06 | 44.2 | 30.2 | |
| DeeSILNumber of incremental steps (T)=102022.11 | 43.9 | — | |
| SDCT=10, Training condition=from scratch2026.06 | 43.8 | 29.5 | |
| ADCT=10, Training condition=from scratch2026.06 | 43 | 32.3 | |
| EWC-DRSplit strategy=Big start, Number of tasks (T)=102026.03 | 42.88 | 31.43 | |
| CIRCLET (Task Horizon)=100, Backbone=ResNet-182026.06 | 42.17 | 30.75 | |
| PASS*Number of incremental steps (T)=202022.11 | 42.1 | — | |
| EFCT=20, Training condition=from scratch2026.06 | 42.1 | 28.4 | |
| CIRCLET (Task Horizon)=50, Backbone=ResNet-182026.06 | 41.78 | 30.77 | |
| LUCIRNumber of incremental steps (T)=52022.11 | 41.7 | — | |
| CIRCLET (Task Horizon)=20, Backbone=ResNet-182026.06 | 40.91 | 30.78 | |
| SDCT=20, Training condition=from scratch2026.06 | 40.6 | 26.3 | |
| IL2A*Number of incremental steps (T)=202022.11 | 40 | — | |
| FeTrILT=20, Training condition=from scratch2026.06 | 39.9 | 25.9 | |
| CIRCLET (Task Horizon)=10, Backbone=ResNet-182026.06 | 39.72 | 30.77 | |
| online EWCSplit strategy=Big start, Number of tasks (T)=52026.03 | 39.63 | 27.02 | |
| LwFT=10, Training condition=from scratch2026.06 | 39.6 | 27.1 | |
| EWC-DRSplit strategy=Equally split, Number of tasks (T)=52026.03 | 39.52 | 28.67 | |
| PASST=10, Training condition=from scratch2026.06 | 39.5 | 24.5 | |
| AdaGaussT=20, Training condition=from scratch2026.06 | 39.5 | 27.5 | |
| DPCRT=20, Training condition=from scratch2026.06 | 39.3 | 25.6 | |
| MASSplit strategy=Big start, Number of tasks (T)=52026.03 | 38.45 | 25.53 | |
| LDCT=20, Training condition=from scratch2026.06 | 38.2 | 24.9 | |
| FeCAMT=20, Training condition=from scratch2026.06 | 37.9 | 24.9 | |
| EWC-DRSplit strategy=Big start, Number of tasks (T)=202026.03 | 37.56 | 23.64 | |
| AdaGaussT (Task Horizon)=50, Backbone=ResNet-182026.06 | 37.02 | 21.94 | |
| EFC++T (Task Horizon)=50, Backbone=ResNet-182026.06 | 36.24 | 24.37 | |
| ADCT=20, Training condition=from scratch2026.06 | 36 | 18.1 | |
| online EWCSplit strategy=Equally split, Number of tasks (T)=52026.03 | 35.41 | 24.01 | |
| EWCT=10, Training condition=from scratch2026.06 | 34.3 | 18.5 | |
| DeeSILNumber of incremental steps (T)=202022.11 | 34.1 | — | |
| MASSplit strategy=Equally split, Number of tasks (T)=52026.03 | 32.95 | 20.04 | |
| EWC-DRSplit strategy=Equally split, Number of tasks (T)=102026.03 | 32.79 | 21.46 | |
| MUC*Number of incremental steps (T)=52022.11 | 32.6 | — | |
| EWCSplit strategy=Equally split, Number of tasks (T)=52026.03 | 32.1 | 20.15 | |
| online EWCSplit strategy=Big start, Number of tasks (T)=202026.03 | 31.96 | 18.52 | |
| online EWCSplit strategy=Big start, Number of tasks (T)=102026.03 | 31.76 | 20.03 | |
| LwFT=20, Training condition=from scratch2026.06 | 31.5 | 15.2 | |
| PASST=20, Training condition=from scratch2026.06 | 30.4 | 18.5 | |
| LwF-MC*Number of incremental steps (T)=52022.11 | 29.1 | — | |
| LUCIRNumber of incremental steps (T)=102022.11 | 28.1 | — | |
| MASSplit strategy=Big start, Number of tasks (T)=102026.03 | 27.97 | 15.32 | |
| online EWCSplit strategy=Equally split, Number of tasks (T)=102026.03 | 27.63 | 16.77 | |
| SISplit strategy=Equally split, Number of tasks (T)=52026.03 | 27.02 | 12.14 | |
| EWCT=20, Training condition=from scratch2026.06 | 26.8 | 11.3 | |
| MUC*Number of incremental steps (T)=102022.11 | 26.6 | — | |
| MASSplit strategy=Big start, Number of tasks (T)=202026.03 | 25.98 | 11.67 | |
| EFC++T (Task Horizon)=100, Backbone=ResNet-182026.06 | 25.17 | 13.95 | |
| MASSplit strategy=Equally split, Number of tasks (T)=102026.03 | 24.63 | 11.56 | |
| AdaGaussT (Task Horizon)=100, Backbone=ResNet-182026.06 | 24.56 | 9.71 | |
| EWCSplit strategy=Equally split, Number of tasks (T)=102026.03 | 23.52 | 11.42 | |
| LwF-MC*Number of incremental steps (T)=102022.11 | 23.1 | — | |
| EWC-DRSplit strategy=Equally split, Number of tasks (T)=202026.03 | 22.62 | 12.09 | |
| MUC*Number of incremental steps (T)=202022.11 | 21.9 | — | |
| EWCSplit strategy=Big start, Number of tasks (T)=52026.03 | 19.92 | 9.74 | |
| online EWCSplit strategy=Equally split, Number of tasks (T)=202026.03 | 19.44 | 10.95 | |
| SISplit strategy=Equally split, Number of tasks (T)=102026.03 | 19 | 6.97 | |
| LUCIRNumber of incremental steps (T)=202022.11 | 18.9 | — | |
| EWC*Number of incremental steps (T)=52022.11 | 18.8 | — | |
| SISplit strategy=Big start, Number of tasks (T)=52026.03 | 17.59 | 7.46 | |
| MASSplit strategy=Equally split, Number of tasks (T)=202026.03 | 17.51 | 7.41 | |
| LwF-MC*Number of incremental steps (T)=202022.11 | 17.4 | — | |
| EWC*Number of incremental steps (T)=102022.11 | 15.8 | — | |
| EWCSplit strategy=Equally split, Number of tasks (T)=202026.03 | 15.58 | 5.34 | |
| EWCSplit strategy=Big start, Number of tasks (T)=102026.03 | 15.35 | 7 | |
| EWCSplit strategy=Big start, Number of tasks (T)=202026.03 | 12.51 | 4.56 | |
| SISplit strategy=Equally split, Number of tasks (T)=202026.03 | 12.41 | 3.81 | |
| EWC*Number of incremental steps (T)=202022.11 | 12.4 | — | |
| SISplit strategy=Big start, Number of tasks (T)=102026.03 | 10.1 | 4.04 | |
| SISplit strategy=Big start, Number of tasks (T)=202026.03 | 5.68 | 2.24 |