Federated Image Classification on OrganSMNIST (test)
51.7Global AccuracyFedKPer
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FedKPerpartitioning=Dirichlet α = 0.12026.05 | 51.7 | -0.024 | 89.9 | 73.6 | 51.1 | 86.2 | 62.6 | |
| FedNTDpartitioning=Dirichlet α = 0.12026.05 | 51.4 | -0.072 | 85.1 | 72.9 | 49 | 79.8 | 62.2 | |
| FedBABUpartitioning=Dirichlet α = 0.12026.05 | 45.9 | -0.095 | 80.6 | 73.9 | 49.1 | 82.3 | 59.9 | |
| FedProxpartitioning=Dirichlet α = 0.12026.05 | 45.3 | -0.099 | 82.6 | 69.6 | 45.2 | 83.7 | 57.5 | |
| FedAvgpartitioning=Dirichlet α = 0.12026.05 | 44.5 | -0.103 | 81.1 | 68.6 | 43 | 80.9 | 56.5 | |
| MOONpartitioning=Dirichlet α = 0.12026.05 | 44.5 | -0.102 | 78.3 | 68.4 | 43 | 79.6 | 56.4 | |
| Dittopartitioning=Dirichlet α = 0.12026.05 | 43.8 | -0.089 | 79 | 67.5 | 39.8 | 75.7 | 55.7 | |
| FedCurvpartitioning=Dirichlet α = 0.12026.05 | 42.8 | -0.111 | 77.7 | 68.1 | 42.9 | 82.4 | 55.5 | |
| FedALApartitioning=Dirichlet α = 0.12026.05 | 37.5 | -0.172 | 71.9 | 75 | 58.4 | 75.7 | 56.3 | |
| FedPerpartitioning=Dirichlet α = 0.12026.05 | 33.2 | -0.117 | 66.8 | 66.8 | 42.4 | 76.7 | 50 | |
| FedASpartitioning=Dirichlet α = 0.12026.05 | 29.4 | -0.093 | 65.1 | 65.4 | 39.1 | 74.5 | 47.4 | |
| FedKDpartitioning=Dirichlet α = 0.12026.05 | 22.4 | -0.182 | 65 | 56.9 | 37.2 | 66.2 | 39.6 |