Skin Lesion Classification on FedSkin alpha=0.5 (test)
89.27Metric M1FedSKD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSKDModel Setting=Heterogeneous2025.03 | 89.27 | 85.4 | 87.37 | 87.35 | |
| FedSKDModel Setting=Homogeneous2025.03 | 89.15 | 86.65 | 86.29 | 87.36 | |
| CentralizedModel Setting=Heterogeneous2025.03 | 88.14 | 82.21 | 85.74 | 85.37 | |
| FedCrossModel Setting=Homogeneous2025.03 | 87.3 | 79.84 | 81.62 | 82.92 | |
| CentralizedModel Setting=Homogeneous2025.03 | 86.4 | 82.42 | 86.14 | 84.99 | |
| FedCrossModel Setting=Heterogeneous2025.03 | 86.14 | 82.83 | 82.78 | 83.92 | |
| FedProxModel Setting=Homogeneous2025.03 | 83.08 | 78.23 | 78.48 | 79.93 | |
| FedAvgModel Setting=Homogeneous2025.03 | 82.03 | 79.87 | 81.46 | 81.12 | |
| LocalModel Setting=Homogeneous2025.03 | 80.93 | 75.38 | 78.84 | 78.38 | |
| LocalModel Setting=Heterogeneous2025.03 | 79.95 | 72.45 | 80.06 | 77.49 | |
| pFedAFMModel Setting=Homogeneous2025.03 | 79.7 | 79.18 | 80.34 | 79.74 | |
| AlFeCoModel Setting=Heterogeneous2025.03 | 79.2 | 80.83 | 80.1 | 80.05 | |
| FedBNModel Setting=Homogeneous2025.03 | 79.06 | 78.23 | 76.01 | 77.77 | |
| pFedAFMModel Setting=Heterogeneous2025.03 | 76.19 | 78.01 | 82 | 78.73 | |
| AlFeCoModel Setting=Homogeneous2025.03 | 76.14 | 80.22 | 79.88 | 78.75 | |
| FedMRLModel Setting=Homogeneous2025.03 | 75.83 | 78.23 | 80.88 | 78.31 | |
| FedMRLModel Setting=Heterogeneous2025.03 | 74.13 | 79.35 | 79.62 | 77.7 |