Image Classification on MNIST 1.0 (Second Session Transition)
93.99Proposed ScoreFedACG
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedACGOverlap=0.2, Dirichlet alpha=0.72024.10 | 93.99 | 81.29 | 72.81 | 77.97 | |
| FedACGOverlap=0.2, Dirichlet alpha=0.32024.10 | 93.98 | 80.98 | 72.61 | 77.79 | |
| FedACGOverlap=0.0, Dirichlet alpha=0.32024.10 | 93.6 | 76.92 | 60.92 | 71.74 | |
| FedACGOverlap=0.0, Dirichlet alpha=0.72024.10 | 93.6 | 77.33 | 61.15 | 72.02 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.72024.10 | 92.63 | 81.29 | 71.66 | 74.42 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.32024.10 | 92.61 | 80.98 | 71.42 | 74.21 | |
| MOONOverlap=0.2, Dirichlet alpha=0.72024.10 | 92.61 | 81.29 | 70.8 | 73 | |
| MOONOverlap=0.2, Dirichlet alpha=0.32024.10 | 92.58 | 80.98 | 70.49 | 72.59 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.72024.10 | 92.1 | 77.33 | 59.2 | 66.76 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.32024.10 | 92.08 | 76.92 | 58.92 | 66.45 | |
| MOONOverlap=0.0, Dirichlet alpha=0.72024.10 | 92.07 | 77.33 | 58.26 | 64.78 | |
| MOONOverlap=0.0, Dirichlet alpha=0.32024.10 | 92.04 | 76.92 | 57.82 | 64.19 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.72024.10 | 91.72 | 90.06 | 64.59 | 61.98 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.32024.10 | 91.32 | 86.65 | 64.11 | 61.3 | |
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.72024.10 | 91.18 | 89.12 | 50.85 | 51.03 | |
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.32024.10 | 90.69 | 84.3 | 50.36 | 49.97 |