Skin Lesion Classification on FedSkin Global alpha=0.5 (test)
83.64Mean MetricFedSKD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSKDModel Setting=Heterogeneous2025.03 | 83.64 | 84.27 | 82.61 | 84.05 | |
| FedSKDModel Setting=Homogeneous2025.03 | 83.52 | 83.7 | 83.1 | 83.75 | |
| CentralizedModel Setting=Homogeneous2025.03 | 82.23 | — | — | — | |
| CentralizedModel Setting=Heterogeneous2025.03 | 81.93 | 82.68 | 82.16 | 80.93 | |
| FedCrossModel Setting=Heterogeneous2025.03 | 80.02 | 80.32 | 80.01 | 79.73 | |
| FedCrossModel Setting=Homogeneous2025.03 | 79.49 | — | — | — | |
| FedAvgModel Setting=Homogeneous2025.03 | 78.82 | — | — | — | |
| FedProxModel Setting=Homogeneous2025.03 | 77.46 | — | — | — | |
| AlFeCoModel Setting=Heterogeneous2025.03 | 75.67 | 73.5 | 75.42 | 78.07 | |
| FedBNModel Setting=Homogeneous2025.03 | 75.55 | 75.35 | 75.99 | 75.31 | |
| pFedAFMModel Setting=Heterogeneous2025.03 | 75.38 | 72.26 | 74.31 | 79.57 | |
| pFedAFMModel Setting=Homogeneous2025.03 | 75.31 | 74.27 | 73.11 | 78.55 | |
| AlFeCoModel Setting=Homogeneous2025.03 | 74.9 | 72.86 | 74.32 | 77.53 | |
| FedMRLModel Setting=Heterogeneous2025.03 | 74.7 | 71.08 | 75.29 | 77.73 | |
| LocalModel Setting=Homogeneous2025.03 | 74.68 | 75.25 | 70.54 | 78.25 | |
| LocalModel Setting=Heterogeneous2025.03 | 74.03 | 73.99 | 71.36 | 76.73 | |
| FedMRLModel Setting=Homogeneous2025.03 | 73.91 | 71.56 | 72.85 | 77.32 |