Image Classification on EMNIST (Robustness Metrics)
90.2Accuracy (Dirichlet, alpha=0.1)FedRCO
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FedRCOClient Number=100, Participation Ratio=0.82026.03 | 90.2 | 88.6 | 88.1 | 88.2 | 89 | 87 | |
| FedRCO-oriClient Number=100, Participation Ratio=0.82026.03 | 85.4 | 86.9 | 87.1 | 85.1 | 85.9 | 87.1 | |
| FedAdamClient Number=100, Participation Ratio=0.82026.03 | 84.5 | 85.6 | 85.9 | 80.4 | 83.7 | 86.4 | |
| FedAvgClient Number=100, Participation Ratio=0.82026.03 | 81.8 | 83.5 | 83.6 | 80.9 | 82.6 | 83.8 | |
| FedProxClient Number=100, Participation Ratio=0.82026.03 | 81.7 | 83.1 | 83.3 | 80.1 | 82.2 | 83.9 | |
| FedAvgMClient Number=100, Participation Ratio=0.82026.03 | 81.4 | 83.2 | 83.2 | 80 | 82.3 | 83.6 | |
| FedPMClient Number=100, Participation Ratio=0.82026.03 | 80.5 | 81.6 | 82 | 79.4 | 81.4 | 81.6 | |
| LocalNewtonClient Number=100, Participation Ratio=0.82026.03 | 80.4 | 81.8 | 81.7 | 80 | 80.9 | 81.9 |