Image Classification on CIFAR-10 Fourth Session Transition 1.0
75.12Proposed AccuracySCAFFOLD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.72024.10 | 75.12 | 76.43 | 59.8 | 71.71 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.72024.10 | 73.51 | 74.41 | 61.05 | 70.39 | |
| FedACGOverlap=0.0, Dirichlet alpha=0.72024.10 | 73.23 | 67.09 | 49.1 | 69.73 | |
| SCAFFOLDOverlap=0.0, Dirichlet alpha=0.32024.10 | 70.49 | 72.52 | 55.75 | 67.62 | |
| MOONOverlap=0.0, Dirichlet alpha=0.72024.10 | 69.46 | 67.11 | 57.95 | 66 | |
| SCAFFOLDOverlap=0.2, Dirichlet alpha=0.32024.10 | 69.36 | 68.02 | 54.6 | 65.57 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.72024.10 | 69.13 | 67.09 | 54.31 | 66.56 | |
| FedACGOverlap=0.2, Dirichlet alpha=0.72024.10 | 69.04 | 64.2 | 53.47 | 64.66 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.72024.10 | 66.36 | 64.24 | 58.05 | 61.36 | |
| MOONOverlap=0.2, Dirichlet alpha=0.72024.10 | 66.1 | 64.19 | 59.72 | 60.73 | |
| MOONOverlap=0.0, Dirichlet alpha=0.32024.10 | 64.73 | 63.34 | 53.91 | 61.77 | |
| FedProxOverlap=0.0, Dirichlet alpha=0.32024.10 | 64.06 | 63.38 | 51.16 | 61.91 | |
| FedACGOverlap=0.0, Dirichlet alpha=0.32024.10 | 64.05 | 63.33 | 45.6 | 65.57 | |
| FedACGOverlap=0.2, Dirichlet alpha=0.32024.10 | 62.01 | 57.31 | 49.07 | 59.35 | |
| FedProxOverlap=0.2, Dirichlet alpha=0.32024.10 | 59.97 | 57.42 | 54.3 | 56.91 | |
| MOONOverlap=0.2, Dirichlet alpha=0.32024.10 | 59.17 | 57.26 | 56.34 | 56.85 |