Image Classification on MNIST 1.0 (Fourth Session Transition)
94.51Proposed ScoreFedACG
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedACGOverlap=0.2, Dirichlet alpha=0.72024.10 | 94.51 | 84.82 | 79.57 | 85.83 | |
| FedACGOverlap=0.2, Dirichlet alpha=0.32024.10 | 94.48 | 84.65 | 79.45 | 85.73 | |
| FedACGOverlap=0.0, Dirichlet alpha=0.72024.10 | 94.16 | 82.17 | 70.36 | 82.83 | |
| FedACGOverlap=0.0, Dirichlet alpha=0.32024.10 | 94.14 | 81.93 | 70.17 | 82.66 | |
| MOONOverlap=0.2, Dirichlet alpha=0.72024.10 | 93.57 | 84.82 | 79.39 | 82.86 | |
| MOONOverlap=0.2, Dirichlet alpha=0.32024.10 | 93.56 | 84.65 | 79.21 | 82.68 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.72024.10 | 93.28 | 84.82 | 79.82 | 83.66 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.32024.10 | 93.27 | 84.65 | 79.71 | 83.52 | |
| MOONOverlap=0.0, Dirichlet alpha=0.72024.10 | 93.09 | 82.17 | 69.65 | 78.3 | |
| MOONOverlap=0.0, Dirichlet alpha=0.32024.10 | 93.08 | 81.93 | 69.35 | 77.92 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.72024.10 | 92.88 | 82.17 | 70.33 | 79.72 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.32024.10 | 92.86 | 81.93 | 70.12 | 79.51 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.72024.10 | 92.78 | 89.85 | 76.13 | 76.28 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.32024.10 | 92.5 | 87.27 | 75.88 | 75.74 | |
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.72024.10 | 92.31 | 88.76 | 65.27 | 69.68 | |
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.32024.10 | 91.95 | 86.39 | 64.93 | 68.55 |