Exemplar-Free Class-Incremental Learning on ImageNet Subset
72.2Top-1 Incremental AccFeTrIL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FeTrILNumber of incremental steps (T)=52022.11 | 72.2 | — | |
| DSLDANumber of incremental steps (T)=52022.11 | 71.3 | — | |
| DSLDANumber of incremental steps (T)=102022.11 | 71.3 | — | |
| FeTrILNumber of incremental steps (T)=102022.11 | 71.2 | — | |
| DSLDANumber of incremental steps (T)=202022.11 | 71 | — | |
| DSLDANumber of incremental steps (T)=602022.11 | 70.8 | — | |
| EFC++T (Task Horizon)=10, Backbone=ResNet-182026.06 | 67.97 | 53.46 | |
| DeeSILNumber of incremental steps (T)=52022.11 | 67.9 | — | |
| SSRE*Number of incremental steps (T)=52022.11 | 67.7 | — | |
| FeTrILNumber of incremental steps (T)=202022.11 | 67.1 | — | |
| FeTrILNumber of incremental steps (T)=602022.11 | 65.4 | — | |
| PASS*Number of incremental steps (T)=52022.11 | 64.4 | — | |
| AdaGaussT (Task Horizon)=10, Backbone=ResNet-182026.06 | 62.53 | 45.84 | |
| PASS*Number of incremental steps (T)=102022.11 | 61.8 | — | |
| SDC*Number of incremental steps (T)=52022.11 | 61.2 | — | |
| DeeSILNumber of incremental steps (T)=102022.11 | 60.1 | — | |
| EFC++T (Task Horizon)=20, Backbone=ResNet-182026.06 | 58.54 | 40.86 | |
| LUCIRNumber of incremental steps (T)=52022.11 | 56.8 | — | |
| CIRCLET (Task Horizon)=100, Backbone=ResNet-182026.06 | 54.71 | 39.66 | |
| CIRCLET (Task Horizon)=50, Backbone=ResNet-182026.06 | 54.56 | 39.65 | |
| AdaGaussT (Task Horizon)=20, Backbone=ResNet-182026.06 | 53.76 | 33.87 | |
| CIRCLET (Task Horizon)=20, Backbone=ResNet-182026.06 | 53.54 | 39.66 | |
| CIRCLET (Task Horizon)=10, Backbone=ResNet-182026.06 | 52.18 | 39.68 | |
| PASS*Number of incremental steps (T)=202022.11 | 51.3 | — | |
| DeeSILNumber of incremental steps (T)=202022.11 | 50.5 | — | |
| LUCIRNumber of incremental steps (T)=102022.11 | 41.4 | — | |
| EFC++T (Task Horizon)=50, Backbone=ResNet-182026.06 | 40.45 | 23.1 | |
| MUC*Number of incremental steps (T)=52022.11 | 35.1 | — | |
| AdaGaussT (Task Horizon)=50, Backbone=ResNet-182026.06 | 33.76 | 14.28 | |
| LwF-MC*Number of incremental steps (T)=52022.11 | 31.2 | — | |
| LUCIRNumber of incremental steps (T)=202022.11 | 28.5 | — | |
| EFC++T (Task Horizon)=100, Backbone=ResNet-182026.06 | 28.47 | 13.92 | |
| AdaGaussT (Task Horizon)=100, Backbone=ResNet-182026.06 | 22.02 | 6.93 | |
| EWC*Number of incremental steps (T)=52022.11 | 20.4 | — |