Image Classification on FMNIST 1.0 (Second Session Transition)
85.17Proposed AccuracyFedACG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedACGOverlap=0.0, Dirichlet alpha=0.72024.10 | 85.17 | 60.72 | 78.03 | 80.68 | |
| FedACGOverlap=0.0, Dirichlet alpha=0.32024.10 | 85.1 | 59.36 | 77.61 | 80.44 | |
| FedACGOverlap=0.2, Dirichlet alpha=0.72024.10 | 84.7 | 73.73 | 76.45 | 79.65 | |
| FedACGOverlap=0.2, Dirichlet alpha=0.32024.10 | 84.63 | 72.53 | 76.09 | 79.21 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.72024.10 | 83.33 | 60.72 | 78.16 | 78.93 | |
| MOONOverlap=0.0, Dirichlet alpha=0.72024.10 | 83.29 | 60.72 | 77.59 | 78.32 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.32024.10 | 83.19 | 59.36 | 77.74 | 78.57 | |
| MOONOverlap=0.0, Dirichlet alpha=0.32024.10 | 83.13 | 59.36 | 77.09 | 77.84 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.72024.10 | 83.04 | 73.73 | 75.99 | 78.14 | |
| MOONOverlap=0.2, Dirichlet alpha=0.72024.10 | 83.02 | 73.73 | 75.38 | 77.31 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.32024.10 | 82.91 | 72.53 | 75.55 | 77.69 | |
| MOONOverlap=0.2, Dirichlet alpha=0.32024.10 | 82.88 | 72.53 | 74.83 | 76.78 | |
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.72024.10 | 78.43 | 68.57 | 47.32 | 48.45 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.72024.10 | 77.88 | 74.14 | 55.77 | 50.02 | |
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.32024.10 | 77.8 | 65.94 | 47.74 | 47.93 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.32024.10 | 77.35 | 69.9 | 55.82 | 50.39 |