Federated Image Classification on OrganCMNIST (test)
66Global AccuracyFedKPer
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FedKPerpartitioning=Dirichlet α = 0.12026.05 | 66 | -0.013 | 92.4 | 88.9 | 79.7 | 86.8 | 77.4 | |
| FedNTDpartitioning=Dirichlet α = 0.12026.05 | 61.8 | -0.066 | 83.8 | 86.8 | 75.4 | 85.9 | 74.3 | |
| FedAvgpartitioning=Dirichlet α = 0.12026.05 | 56.8 | -0.077 | 81.8 | 84.4 | 71.7 | 74.7 | 70.6 | |
| Dittopartitioning=Dirichlet α = 0.12026.05 | 56.4 | -0.113 | 81.1 | 84.1 | 71.6 | 81.9 | 70.2 | |
| MOONpartitioning=Dirichlet α = 0.12026.05 | 55.9 | -0.082 | 80.5 | 84 | 71.2 | 79.2 | 70 | |
| FedBABUpartitioning=Dirichlet α = 0.12026.05 | 55.7 | -0.09 | 83.6 | 85.5 | 73.2 | 83.5 | 70.6 | |
| FedCurvpartitioning=Dirichlet α = 0.12026.05 | 55.1 | -0.081 | 80.6 | 83 | 69.1 | 80.3 | 69 | |
| FedProxpartitioning=Dirichlet α = 0.12026.05 | 54.4 | -0.073 | 84.7 | 83.6 | 70.1 | 76.8 | 69 | |
| FedALApartitioning=Dirichlet α = 0.12026.05 | 52.3 | -0.129 | 80.9 | 88.4 | 80.3 | 80.7 | 70.3 | |
| FedPerpartitioning=Dirichlet α = 0.12026.05 | 41.5 | -0.174 | 71.1 | 81.8 | 68.2 | 81.3 | 61.6 | |
| FedASpartitioning=Dirichlet α = 0.12026.05 | 37.1 | -0.162 | 68.5 | 81 | 65.6 | 79.4 | 59.1 | |
| FedKDpartitioning=Dirichlet α = 0.12026.05 | 32.8 | -0.179 | 69.2 | 73.1 | 57 | 74.1 | 53 |