Multi-class classification on FEMNIST realistic non-IID LEAF benchmark (test)
85.2Top-1 AccSuPerFed-MM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SuPerFed-MM# clients=730, Backbone=VGG2021.09 | 85.2 | 99.16 | |
| APFL# clients=730, Backbone=VGG2021.09 | 84.85 | 98.83 | |
| SuPerFed-LM# clients=730, Backbone=VGG2021.09 | 83.36 | 98.81 | |
| FedProx# clients=730, Backbone=VGG2021.09 | 80.23 | 98.73 | |
| FedAvg# clients=730, Backbone=VGG2021.09 | 80.12 | 98.74 | |
| SCAFFOLD# clients=730, Backbone=VGG2021.09 | 80.03 | 98.85 | |
| FedPer# clients=730, Backbone=VGG2021.09 | 73.79 | 86.39 | |
| Ditto# clients=730, Backbone=VGG2021.09 | 64.61 | 81.14 | |
| FedRep# clients=730, Backbone=VGG2021.09 | 59.27 | 70.42 | |
| LG-FedAvg# clients=730, Backbone=VGG2021.09 | 50.84 | 75.11 | |
| pFedMe# clients=730, Backbone=VGG2021.09 | 5.98 | 24.64 |