Skin lesion classification on FedSkin Global alpha=1 (test)
84.59Mean Classification ScoreFedSKD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSKDModel Setting=Homogeneous2025.03 | 84.59 | 84.35 | 84.33 | 85.1 | |
| FedSKDModel Setting=Heterogeneous2025.03 | 84.26 | 84.56 | 84.58 | 83.65 | |
| CentralizedModel Setting=Heterogeneous2025.03 | 83.24 | 83.32 | 82.61 | 83.79 | |
| CentralizedModel Setting=Homogeneous2025.03 | 82.43 | — | — | — | |
| FedAvgModel Setting=Homogeneous2025.03 | 81.67 | — | — | — | |
| FedCrossModel Setting=Homogeneous2025.03 | 81.66 | — | — | — | |
| FedCrossModel Setting=Heterogeneous2025.03 | 81.21 | 81.11 | 81.19 | 81.33 | |
| FedProxModel Setting=Homogeneous2025.03 | 79.63 | — | — | — | |
| pFedAFMModel Setting=Heterogeneous2025.03 | 78.15 | 81.03 | 78.65 | 74.77 | |
| FedBNModel Setting=Homogeneous2025.03 | 76.91 | 78.6 | 75.83 | 76.29 | |
| AlFeCoModel Setting=Homogeneous2025.03 | 76.2 | 80.41 | 73.18 | 75.01 | |
| AlFeCoModel Setting=Heterogeneous2025.03 | 76.17 | 80.76 | 74.15 | 73.59 | |
| pFedAFMModel Setting=Homogeneous2025.03 | 75.92 | 79.94 | 75.12 | 72.71 | |
| LocalModel Setting=Homogeneous2025.03 | 75.86 | 79.61 | 75.84 | 72.13 | |
| FedMRLModel Setting=Heterogeneous2025.03 | 75.72 | 78.89 | 75.27 | 73 | |
| LocalModel Setting=Heterogeneous2025.03 | 75.7 | 78.47 | 75.44 | 73.21 | |
| FedMRLModel Setting=Homogeneous2025.03 | 74.85 | 77.92 | 75.09 | 71.53 |