Skin Lesion Classification on FedSkin Local alpha=1 (test)
88.41AccuracyFedSKD
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| FedSKDModel Setting=Heterogeneous2025.03 | 88.41 | 90.5 | 87.59 | 88.83 | |
| FedSKDModel Setting=Homogeneous2025.03 | 87.28 | 91.36 | 86.82 | 88.49 | |
| CentralizedModel Setting=Homogeneous2025.03 | 86.41 | 85.67 | 85.4 | 85.83 | |
| CentralizedModel Setting=Heterogeneous2025.03 | 86.37 | 86.15 | 86.18 | 86.23 | |
| pFedAFMModel Setting=Homogeneous2025.03 | 85.32 | 79.76 | 78.06 | 81.05 | |
| FedAvgModel Setting=Homogeneous2025.03 | 84.52 | 82.3 | 84.97 | 83.93 | |
| pFedAFMModel Setting=Heterogeneous2025.03 | 83.72 | 80.51 | 78.11 | 80.78 | |
| FedCrossModel Setting=Homogeneous2025.03 | 83.56 | 88.41 | 84.56 | 85.51 | |
| FedProxModel Setting=Homogeneous2025.03 | 82.97 | 79.83 | 83.86 | 82.22 | |
| FedCrossModel Setting=Heterogeneous2025.03 | 82.47 | 88.18 | 85.41 | 85.69 | |
| AlFeCoModel Setting=Homogeneous2025.03 | 81.78 | 78.34 | 80.84 | 80.32 | |
| FedBNModel Setting=Homogeneous2025.03 | 81.47 | 78.68 | 81.42 | 80.52 | |
| LocalModel Setting=Heterogeneous2025.03 | 81.35 | 81.95 | 78.77 | 80.69 | |
| LocalModel Setting=Homogeneous2025.03 | 81.06 | 81.97 | 76.76 | 79.93 | |
| AlFeCoModel Setting=Heterogeneous2025.03 | 80.77 | 77.77 | 77.88 | 78.81 | |
| FedMRLModel Setting=Heterogeneous2025.03 | 79.79 | 78.97 | 78.36 | 79.04 | |
| FedMRLModel Setting=Homogeneous2025.03 | 76.71 | 78.57 | 77.04 | 77.44 |