Multi-label Classification on DermaMNIST (test)
91.83Macro AUCCentralized
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Centralizedbeta (β)=0.5, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 91.83 | 64.38 | 94.48 | 74.12 | |
| Centralizedbeta (β)=0.1, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 91.83 | 64.38 | 94.48 | 74.12 | |
| FedNCA-MLbeta (β)=0.5, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 90.12 | 56.31 | 92.85 | 68.2 | |
| FedAvgbeta (β)=0.5, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 89.72 | 54.88 | 92.51 | 68.29 | |
| SCAFFOLDbeta (β)=0.5, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 89.72 | 55.85 | 92.45 | 68.09 | |
| FedProxbeta (β)=0.5, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 89.69 | 55.78 | 92.06 | 68.01 | |
| FedCurvbeta (β)=0.5, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 89.48 | 54.92 | 92.26 | 67.97 | |
| FedLGTbeta (β)=0.5, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 87.63 | 55.82 | 91.19 | 67.93 | |
| FedNCA-MLbeta (β)=0.1, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 86.3 | 50.54 | 89.74 | 63.76 | |
| FedCurvbeta (β)=0.1, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 85.53 | 43.45 | 88.87 | 64.37 | |
| SphereFedbeta (β)=0.5, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 85.09 | 43.41 | 89.65 | 65.24 | |
| FedLGTbeta (β)=0.1, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 84.91 | 45.61 | 89.42 | 61.15 | |
| SCAFFOLDbeta (β)=0.1, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 84.59 | 43.2 | 88.91 | 63.82 | |
| FedProxbeta (β)=0.1, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 84.45 | 43.54 | 88.28 | 63.25 | |
| FedAvgbeta (β)=0.1, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 83.88 | 42.79 | 87.23 | 62.81 | |
| SphereFedbeta (β)=0.1, gamma (γ)=0.71, classes per client=≤ 5 of 72025.09 | 81.78 | 40.9 | 86.59 | 54.94 |