Image Classification on TinyImageNet 35 (test)
70Accuracy (10 classes)DDE + iCaRL
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| DDE + iCaRLFederated Learning=true, Backbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 70 | 59.3 | 53.3 | 51 | 48.3 | 45.7 | 42.3 | 40 | 38 | 36.3 | 48.4 | 6.5 | |
| PODNetFederated Learning=true, Backbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 69 | 59.3 | 55 | 51.7 | 50 | 46.7 | 43.7 | 41 | 39.3 | 38 | 49.4 | 5.5 | |
| GLFC (Ours)Backbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 68.7 | 63.3 | 61.7 | 57.3 | 56 | 53 | 50.3 | 47.7 | 46.3 | 45 | 54.9 | — | |
| Ours-w/oCRDBackbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 68 | 60 | 53 | 47.3 | 42 | 39 | 37.3 | 35.3 | 33.7 | 32 | 44.8 | 10.1 | |
| Ours-w/oCGCBackbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 67.7 | 60.3 | 57.7 | 55 | 51 | 49 | 48 | 45.7 | 44.3 | 42 | 52.1 | 2.8 | |
| BiCFederated Learning=true, Backbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 67.3 | 59.7 | 54.7 | 50 | 48.3 | 45.3 | 43 | 40.7 | 38 | 33.7 | 48.1 | 6.8 | |
| Ours-w/oPRSBackbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 67.3 | 59.7 | 55 | 51.3 | 50.7 | 48 | 46.3 | 43.3 | 41.7 | 40.3 | 50.3 | 4.6 | |
| iCaRLFederated Learning=true, Backbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 67 | 59.3 | 54 | 48.3 | 46.7 | 44.7 | 43.3 | 39 | 37.3 | 33 | 47.3 | 7.6 | |
| SS-ILFederated Learning=true, Backbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 66.7 | 54 | 47.7 | 45.3 | 42.3 | 42 | 40.7 | 38 | 36 | 34.3 | 44.7 | 10.2 | |
| GeoDL + iCaRLFederated Learning=true, Backbone=ResNet-18, Exemplar Memory Size=2000, Total Incremental Tasks=202022.03 | 66.3 | 56.7 | 51 | 49.7 | 44.7 | 42.3 | 41 | 39 | 37.3 | 35 | 46.3 | 8.6 |