Image Classification on Tiny ImageNet (Communication Rounds for Specific Accuracy/K Thresholds)
10Communication Rounds (Acc=35%, K=10)FedXLRP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FedXLRPHeterogeneity Parameter (α)=0.12026.06 | 10 | 12 | |
| FedFedHeterogeneity Parameter (α)=0.12026.06 | 12 | 15 | |
| FedFTGHeterogeneity Parameter (α)=0.12026.06 | 30 | 40 | |
| FedXIGHeterogeneity Parameter (α)=0.12026.06 | 38 | 45 | |
| FedAuxHeterogeneity Parameter (α)=0.12026.06 | 42 | 50 | |
| FedXSGHeterogeneity Parameter (α)=0.12026.06 | 42 | 48 | |
| FedXGradHeterogeneity Parameter (α)=0.12026.06 | 44 | 50 | |
| FedProxHeterogeneity Parameter (α)=0.12026.06 | 45 | 65 | |
| SCAFFOLDHeterogeneity Parameter (α)=0.12026.06 | 46 | 69 | |
| FedDynHeterogeneity Parameter (α)=0.12026.06 | 48 | 60 | |
| FedSAMHeterogeneity Parameter (α)=0.12026.06 | 50 | 64 | |
| FedDISCOHeterogeneity Parameter (α)=0.12026.06 | 52 | 67 | |
| FedGenHeterogeneity Parameter (α)=0.12026.06 | 55 | 70 | |
| FedAvgHeterogeneity Parameter (α)=0.12026.06 | 60 | 90 | |
| FedDFHeterogeneity Parameter (α)=0.12026.06 | 100 | 110 |