Multi-class classification on CIFAR100 Dirichlet non-IID setting (test)
62.5Top-5 AccuracySuPerFed-LM
Evaluation Results
| Method | Links | |
|---|---|---|
| SuPerFed-LMconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 62.5 | |
| SuPerFed-LMconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 61.64 | |
| SuPerFed-LMconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 61.26 | |
| APFLconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 61.13 | |
| SuPerFed-MMconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 60.14 | |
| Dittoconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 60.04 | |
| SuPerFed-MMconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 59.08 | |
| APFLconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 59.05 | |
| FedAvgconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 59.04 | |
| FedProxconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 58.75 | |
| Dittoconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 58.73 | |
| APFLconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 58.55 | |
| Dittoconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 58.55 | |
| FedAvgconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 58.49 | |
| SuPerFed-MMconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 58.32 | |
| FedProxconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 58.24 | |
| FedAvgconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 58.12 | |
| FedProxconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 57.71 | |
| SCAFFOLDconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 51.4 | |
| SCAFFOLDconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 51.16 | |
| SCAFFOLDconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 50.07 | |
| FedPerconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 46.78 | |
| FedRepconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 38.49 | |
| FedPerconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 35.73 | |
| FedPerconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 35.52 | |
| LG-FedAvgconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 28.88 | |
| FedRepconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 26.61 | |
| FedRepconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 24.5 | |
| LG-FedAvgconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 21.25 | |
| LG-FedAvgconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 20.05 | |
| pFedMeconcentration (alpha)=1, # clients=100, Backbone=ResNet2021.09 | 19 | |
| pFedMeconcentration (alpha)=100, # clients=100, Backbone=ResNet2021.09 | 18.28 | |
| pFedMeconcentration (alpha)=10, # clients=100, Backbone=ResNet2021.09 | 17.94 |