Federated Image Classification on BloodMNIST (test)
64.5Average Global AccuracyFedKPer
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FedKPerpartitioning=Dirichlet α = 0.12026.05 | 64.5 | -0.127 | 82.3 | 86.8 | 79.6 | 79.6 | 75.7 | |
| FedNTDpartitioning=Dirichlet α = 0.12026.05 | 58.9 | -0.191 | 80.7 | 84.9 | 76.6 | 76.7 | 71.9 | |
| FedBABUpartitioning=Dirichlet α = 0.12026.05 | 52.3 | -0.248 | 74.3 | 87 | 79.2 | 79.3 | 69.6 | |
| FedALApartitioning=Dirichlet α = 0.12026.05 | 51.6 | -0.225 | 69.5 | 89.9 | 83.1 | 85.7 | 70.8 | |
| FedCurvpartitioning=Dirichlet α = 0.12026.05 | 47.2 | -0.243 | 73.3 | 80.6 | 70.5 | 74.2 | 63.9 | |
| Dittopartitioning=Dirichlet α = 0.12026.05 | 45 | -0.233 | 69.6 | 79.4 | 67.4 | 71 | 62.2 | |
| FedProxpartitioning=Dirichlet α = 0.12026.05 | 43.1 | -0.28 | 71.7 | 82.8 | 72.9 | 71.8 | 62.9 | |
| MOONpartitioning=Dirichlet α = 0.12026.05 | 42.6 | -0.251 | 71 | 78.7 | 67.7 | 75.6 | 60.6 | |
| FedKDpartitioning=Dirichlet α = 0.12026.05 | 42.6 | -0.216 | 69.3 | 81.1 | 68.6 | 77.3 | 61.8 | |
| FedAvgpartitioning=Dirichlet α = 0.12026.05 | 40.9 | -0.255 | 72.1 | 77.5 | 66.4 | 74.7 | 59.2 | |
| FedPerpartitioning=Dirichlet α = 0.12026.05 | 32.5 | -0.286 | 59.7 | 78.2 | 65.3 | 69.2 | 55.4 | |
| FedASpartitioning=Dirichlet α = 0.12026.05 | 31.5 | -0.26 | 59.4 | 77.3 | 63.8 | 68.8 | 54.4 |