Federated Class-Incremental Learning on TinyImageNet (test)
49Score_120GLFC
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GLFCLearning Protocol=Federated Learning2022.03 | 49 | — | — | — | — | 45 | — | — | — | 40.3 | 51.1 | — | 66 | 55.3 | |
| DDE + iCaRL + FLLearning Protocol=Federated Learning2022.03 | 45.3 | — | — | — | — | 41 | — | — | — | 36 | 47.3 | 3.8 | 63 | 51.3 | |
| GeoDL + iCaRL + FLLearning Protocol=Federated Learning2022.03 | 45 | — | — | — | — | 40.7 | — | — | — | 36 | 47.4 | 3.7 | 65.3 | 50 | |
| PODNet + FLLearning Protocol=Federated Learning2022.03 | 44.7 | — | — | — | — | 41.3 | — | — | — | 37 | 47.9 | 3.2 | 66 | 50.3 | |
| BiC + FLLearning Protocol=Federated Learning2022.03 | 43 | — | — | — | — | 40.3 | — | — | — | 35.7 | 46.7 | 4.4 | 65.7 | 48.7 | |
| iCaRL + FLLearning Protocol=Federated Learning2022.03 | 42.7 | — | — | — | — | 38.7 | — | — | — | 35 | 45.9 | 5.2 | 65 | 48 | |
| GLFCFramework=Federated Learning2022.03 | 41 | 42.7 | 40 | 39.3 | 38 | 36.7 | 35.3 | 34 | 33 | 31.7 | 37.2 | — | — | — | |
| GLFC-w/oCGCAblation=without CGC2022.03 | 38.3 | 40.7 | 37.3 | 36 | 35.3 | 33.7 | 33 | 31.7 | 30.3 | 29 | 34.5 | 2.7 | — | — | |
| SS-IL + FLLearning Protocol=Federated Learning2022.03 | 38.3 | — | — | — | — | 35 | — | — | — | 30.3 | 42.2 | 8.9 | 65 | 42.3 | |
| GLFC-w/oPRSAblation=without PRS2022.03 | 38 | 39 | 37.3 | 36.3 | 34.7 | 33.3 | 31.7 | 31 | 30.3 | 28.7 | 34 | 3.2 | — | — | |
| PODNet + FLFramework=Federated Learning, Base Method=PODNet2022.03 | 35.7 | 37 | 34.7 | 34 | 33 | 32.3 | 31 | 30 | 29.3 | 28 | 32.5 | 4.7 | — | — | |
| DDE + iCaRL + FLFramework=Federated Learning, Base Method=DDE + iCaRL2022.03 | 33.7 | 35 | 32 | 31 | 30.3 | 30 | 28.7 | 28.3 | 27.3 | 26 | 30.2 | 7 | — | — | |
| BiC + FLFramework=Federated Learning, Base Method=BiC2022.03 | 32.3 | 32.7 | 30.3 | 29 | 27.7 | 27.3 | 26 | 25.7 | 24.3 | 23.3 | 27.9 | 9.3 | — | — | |
| GeoDL + iCaRL + FLFramework=Federated Learning, Base Method=GeoDL + iCaRL2022.03 | 32 | 33.7 | 31 | 30.3 | 28.7 | 28 | 27.3 | 26.3 | 25 | 24.7 | 28.7 | 8.5 | — | — | |
| SS-IL + FLFramework=Federated Learning, Base Method=SS-IL2022.03 | 31 | 33 | 29.3 | 28.3 | 27.7 | 27 | 26.3 | 26 | 25 | 24.3 | 27.8 | 9.4 | — | — | |
| iCaRL + FLFramework=Federated Learning, Base Method=iCaRL2022.03 | 30.3 | 32 | 28 | 27 | 26.3 | 25.3 | 24.7 | 24 | 22.7 | 22 | 26.2 | 11 | — | — | |
| GLFC-w/oCRDAblation=without CRD2022.03 | 29.7 | 30.7 | 29.3 | 28 | 27.7 | 27 | 25.7 | 25 | 24 | 22.7 | 27 | 10.2 | — | — |