Classification on OCTMNIST (Worst Δ)
0.0226Worst DeltaFedAvg (FedeKD)
Evaluation Results
| Method | Links | |
|---|---|---|
| FedAvg (FedeKD)Agg. Method=FedAvg, Model=FedeKD, alpha=0.32026.05 | 0.0226 | |
| FedAvg (FedeKD)Agg. Method=FedAvg, Model=FedeKD, alpha=0.52026.05 | 0.0258 | |
| FedAvg (FedeKD)Agg. Method=FedAvg, Model=FedeKD, alpha=0.12026.05 | 0.0295 | |
| FedAvg (FedType)Agg. Method=FedAvg, Model=FedType, alpha=0.12026.05 | 0.0725 | |
| FedProx (FedType)Agg. Method=FedProx, Model=FedType, alpha=0.12026.05 | 0.0843 | |
| FedProx (FedType)Agg. Method=FedProx, Model=FedType, alpha=0.32026.05 | 0.1038 | |
| FedAvg (FedType)Agg. Method=FedAvg, Model=FedType, alpha=0.32026.05 | 0.1085 | |
| FedAvg (FedType)Agg. Method=FedAvg, Model=FedType, alpha=0.52026.05 | 0.1117 | |
| FedProx (FedType)Agg. Method=FedProx, Model=FedType, alpha=0.52026.05 | 0.1158 | |
| FedProxAgg. Method=FedProx, Model=-, alpha=0.52026.05 | 0.5301 | |
| FedAvgAgg. Method=FedAvg, Model=-, alpha=0.52026.05 | 0.5488 | |
| FedProxAgg. Method=FedProx, Model=-, alpha=0.32026.05 | 0.698 | |
| FedAvgAgg. Method=FedAvg, Model=-, alpha=0.32026.05 | 0.724 | |
| FedDynAgg. Method=FedDyn, Model=-, alpha=0.52026.05 | 0.8566 | |
| FedDynAgg. Method=FedDyn, Model=-, alpha=0.32026.05 | 0.938 | |
| FedProxAgg. Method=FedProx, Model=-, alpha=0.12026.05 | 0.9661 | |
| FedAvgAgg. Method=FedAvg, Model=-, alpha=0.12026.05 | 0.9673 | |
| FedDynAgg. Method=FedDyn, Model=-, alpha=0.12026.05 | 0.9888 |