Image Classification on F-MNIST 10% Minority (test)
90.32Majority AccuracyCLIMB + FedReLa
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIMB + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 90.32 | 71.34 | 88.43 | |
| CLIMBImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 90.3 | 51.28 | 86.4 | |
| CLIMB + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 89.98 | 76.24 | 88.61 | |
| FedProxImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 89.37 | 44.58 | 84.89 | |
| MOONImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 89.07 | 32.4 | 83.4 | |
| CLIMBImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 89.05 | 65.52 | 86.7 | |
| FedAvgImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 88.64 | 49 | 84.68 | |
| FedNovaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 88.46 | 52.34 | 84.85 | |
| FedAvgImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 88.43 | 52.5 | 84.84 | |
| MOONImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 88.41 | 47 | 84.27 | |
| FedNova + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 88.37 | 71.3 | 86.66 | |
| FedProxImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 88.23 | 53.2 | 84.73 | |
| FedAvg + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 88.07 | 73.1 | 86.57 | |
| MOON + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 88.07 | 66.6 | 85.92 | |
| MOON + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 87.83 | 73 | 86.35 | |
| FedProx + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 87.77 | 73.6 | 86.35 | |
| FedNova + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 87.46 | 77.5 | 86.46 | |
| FedProx + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 87.43 | 76.8 | 86.37 | |
| FedAvg + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 87.4 | 77 | 86.36 | |
| FedNovaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 86.81 | 67.1 | 84.84 |