Image Classification on CIFAR-100 10% Minority (test)
0.5934Majority AccuracyFedAvg
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| FedAvgImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.5934 | 0.068 | 0.5409 | |
| FedNovaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.5916 | 0.073 | 0.5397 | |
| FedAvg + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.5901 | 0.158 | 0.5469 | |
| FedProxImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.5886 | 0.05 | 0.5347 | |
| FedAvgImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.5867 | 0.123 | 0.5403 | |
| FedNovaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.5867 | 0.134 | 0.5414 | |
| FedNova + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.5849 | 0.178 | 0.5442 | |
| FedProx + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.5818 | 0.141 | 0.5377 | |
| FedProxImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.5814 | 0.13 | 0.5363 | |
| FedAvg + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.5808 | 0.231 | 0.5458 | |
| FedProx + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.5803 | 0.26 | 0.5483 | |
| FedNova + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.579 | 0.239 | 0.545 | |
| MOONImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.5789 | 0.0665 | 0.5277 | |
| MOON + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.577 | 0.2392 | 0.5432 | |
| MOONImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.5755 | 0.1322 | 0.5312 | |
| MOON + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.5743 | 0.1802 | 0.5349 | |
| CLIMB + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.4828 | 0.249 | 0.4594 | |
| CLIMBImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 0.4796 | 0.105 | 0.4421 | |
| CLIMBImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.4791 | 0.0502 | 0.4362 | |
| CLIMB + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 0.4721 | 0.1625 | 0.4412 |