Image Classification on CIFAR-100 30% Minority (test)
59.6Majority AccuracyFedNova
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FedNovaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 59.6 | 6.03 | 43.53 | |
| FedNovaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 59.49 | 13.53 | 45.7 | |
| FedProxImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 59.49 | 6.03 | 43.45 | |
| MOONImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 59.36 | 5.9 | 43.32 | |
| FedProxImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 58.84 | 14.93 | 45.67 | |
| FedAvgImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 58.73 | 5.9 | 42.88 | |
| FedAvgImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 58.67 | 14.37 | 45.38 | |
| MOONImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 58.6 | 16.37 | 45.93 | |
| FedNova + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 58.11 | 13.57 | 44.75 | |
| FedProx + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 58.1 | 22.03 | 47.28 | |
| FedNova + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 58 | 23.23 | 47.57 | |
| FedAvg + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 57.5 | 11.93 | 43.83 | |
| FedAvg + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 57.07 | 25.7 | 47.66 | |
| FedProx + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 56.93 | 13.23 | 43.82 | |
| MOON + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 56.83 | 23.93 | 46.96 | |
| MOON + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 56.14 | 13.87 | 43.46 | |
| CLIMBImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 49.22 | 4.34 | 35.76 | |
| CLIMBImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 49.16 | 10.83 | 37.66 | |
| CLIMB + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 47.44 | 25.87 | 40.97 | |
| CLIMB + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 46.42 | 13.44 | 36.53 |