Image Classification on CIFAR-10 30% Minority (test)
87.75Majority AccuracyCLIMB
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIMBImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 87.75 | 24.03 | 68.64 | |
| CLIMB + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 87.47 | 43.26 | 74.21 | |
| CLIMBImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 86.82 | 33.59 | 70.85 | |
| CLIMB + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 85.81 | 38.77 | 71.7 | |
| FedProxImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 67.69 | 15.02 | 51.89 | |
| FedProxImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 67.66 | 22.8 | 54.2 | |
| FedAvgImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 67.39 | 13.82 | 51.32 | |
| FedNovaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 66.97 | 18.2 | 52.34 | |
| MOONImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 66.67 | 23.63 | 53.76 | |
| FedAvgImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 65.93 | 22.67 | 52.95 | |
| FedNovaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 65.23 | 23.47 | 52.7 | |
| MOONImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 64.51 | 7.65 | 47.45 | |
| MOON + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 63.21 | 38.67 | 55.85 | |
| FedNova + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 62.7 | 39.2 | 55.65 | |
| FedAvg + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 62.14 | 41.33 | 55.9 | |
| FedProx + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 61.96 | 47.87 | 57.73 | |
| FedAvg + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 61.51 | 47.97 | 57.45 | |
| FedProx + FedReLaImbalance Ratio (IR)=10, Heterogeneity level (α)=0.32026.06 | 60.79 | 45.1 | 56.08 | |
| MOON + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 60.77 | 40.03 | 54.55 | |
| FedNova + FedReLaImbalance Ratio (IR)=20, Heterogeneity level (α)=0.32026.06 | 60.12 | 53.03 | 57.99 |