Image Classification on CIFAR-10 Second Session Transition 1.0
72.95Proposed ScoreSCAFFOLD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.72024.10 | 72.95 | 71.91 | 57.37 | 69.29 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.72024.10 | 71.33 | 69.56 | 58.65 | 67.46 | |
| FedACGOverlap=0.0, Dirichlet alpha=0.72024.10 | 70.35 | 61.46 | 47.91 | 68.17 | |
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.32024.10 | 68.44 | 68.93 | 53.67 | 65.15 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.32024.10 | 67.35 | 63.67 | 52.91 | 62.49 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.72024.10 | 66.3 | 61.54 | 46.5 | 64.01 | |
| MOONOverlap=0.0, Dirichlet alpha=0.72024.10 | 66.28 | 61.39 | 49.03 | 63.7 | |
| FedACGOverlap=0.2, Dirichlet alpha=0.72024.10 | 66.27 | 57.67 | 51.04 | 61.61 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.72024.10 | 63.81 | 57.73 | 52.35 | 58.7 | |
| FedACGOverlap=0.0, Dirichlet alpha=0.32024.10 | 61.88 | 57.88 | 44.12 | 64.33 | |
| MOONOverlap=0.2, Dirichlet alpha=0.72024.10 | 61.78 | 57.64 | 53.14 | 58.49 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.32024.10 | 61.4 | 57.96 | 45.94 | 59.18 | |
| MOONOverlap=0.0, Dirichlet alpha=0.32024.10 | 61.29 | 57.89 | 48.09 | 59.17 | |
| FedACGOverlap=0.2, Dirichlet alpha=0.32024.10 | 59.33 | 51.48 | 48.8 | 55.33 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.32024.10 | 55.26 | 51.74 | 50.4 | 53.29 | |
| MOONOverlap=0.2, Dirichlet alpha=0.32024.10 | 54.39 | 51.64 | 51.54 | 53.65 |