Disease Classification on Chest X-ray datasets (MIMIC-CXR, NIH Open-I, PadChest, CheXpert) (test)
89.79AUCProMoE-FL
Evaluation results
| Method | Links | |
|---|---|---|
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=true2026.07 | 89.79 | |
| FeatImpData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=false2026.07 | 89.52 | |
| ProMoE-FLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 89.44 | |
| ProMoE-FLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 89.41 | |
| ProMoE-FLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=false2026.07 | 89.41 | |
| FeatImpData Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 89.31 | |
| FeatImpData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=false2026.07 | 89.3 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=8:0:2, Public Data Usage=true2026.07 | 89.28 | |
| FedAvg + Unif.Data Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=false2026.07 | 89.27 | |
| ProMoE-FLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 89.25 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=true2026.07 | 89.19 | |
| ProMoE-FLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=false2026.07 | 89.17 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=true2026.07 | 89.16 | |
| ProMoE-FLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=false2026.07 | 89.13 | |
| FeatImpData Distribution=Homogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 89.12 | |
| FeatImpData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=false2026.07 | 88.98 | |
| CAR-MFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=true2026.07 | 88.95 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=true2026.07 | 88.86 | |
| FeatImpData Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=false2026.07 | 88.79 | |
| FedAvg + Unif.Data Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=false2026.07 | 88.64 | |
| ProMoE-FLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=false2026.07 | 88.51 | |
| FedAvg + Unif.Data Distribution=Homogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 88.49 | |
| FedAvg + Unif.Data Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=false2026.07 | 88.37 | |
| CAR-MFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=true2026.07 | 88.29 | |
| ProMoE-FLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=false2026.07 | 88.27 | |
| CAR-MFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=true2026.07 | 88.19 | |
| FeatImpData Distribution=Homogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 88.12 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=true2026.07 | 88.1 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=true2026.07 | 87.98 | |
| FedAvg + ZeroData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=false2026.07 | 87.95 | |
| CAR-MFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=true2026.07 | 87.87 | |
| FedAvg + Unif.Data Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 87.79 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=true2026.07 | 87.76 | |
| CAR-MFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=true2026.07 | 87.66 | |
| CAR-MFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=true2026.07 | 87.65 | |
| FeatImpData Distribution=Homogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=false2026.07 | 87.61 | |
| ProMoE-FLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=8:0:2, Public Data Usage=false2026.07 | 87.46 | |
| FedAvg + ZeroData Distribution=Homogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 87.4 | |
| FedAvg + ZeroData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=false2026.07 | 87.01 | |
| FedAvg + Unif.Data Distribution=Homogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 86.9 | |
| FedAvg + ZeroData Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 86.64 | |
| CAR-MFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=true2026.07 | 86.61 | |
| FedAvg + ZeroData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=false2026.07 | 86.32 | |
| CAR-MFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=true2026.07 | 86.32 | |
| FeatImpData Distribution=Homogeneous, Partitions (I:T:M Ratio)=8:0:2, Public Data Usage=false2026.07 | 86.16 | |
| CAR-MFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=8:0:2, Public Data Usage=true2026.07 | 85.93 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=true2026.07 | 85.9 | |
| FedAvg + Unif.Data Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=false2026.07 | 85.74 | |
| FedAvg + Unif.Data Distribution=Homogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=false2026.07 | 84.83 | |
| PmcmFLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 84.78 | |
| PmcmFLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 84.54 | |
| FedAvg + ZeroData Distribution=Homogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 84.48 | |
| PmcmFLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=false2026.07 | 84.21 | |
| PmcmFLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=false2026.07 | 83.76 | |
| PmcmFLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 83.07 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=false2026.07 | 83.02 | |
| FedAvg + ZeroData Distribution=Homogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=false2026.07 | 82.99 | |
| PmcmFLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=false2026.07 | 82.56 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 81.91 | |
| PmcmFLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=false2026.07 | 81.72 | |
| PmcmFLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=false2026.07 | 81.19 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=false2026.07 | 80.96 | |
| FeatImpData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=false2026.07 | 80.93 | |
| FedAvg + Unif.Data Distribution=Homogeneous, Partitions (I:T:M Ratio)=8:0:2, Public Data Usage=false2026.07 | 80.6 | |
| FedAvg + ZeroData Distribution=Homogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=false2026.07 | 80.47 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 80.29 | |
| FeatImpData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 80.19 | |
| FeatImpData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=false2026.07 | 80.06 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 79.88 | |
| FedAvg + ZeroData Distribution=Homogeneous, Partitions (I:T:M Ratio)=8:0:2, Public Data Usage=false2026.07 | 79.69 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=8:0:2, Public Data Usage=false2026.07 | 79.68 | |
| FedAvg + ZeroData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 79.32 | |
| FedAvg + ZeroData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=false2026.07 | 78.95 | |
| FeatImpData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 78.56 | |
| FedAvg + Unif.Data Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 78.55 | |
| FeatImpData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 78.42 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=false2026.07 | 78.28 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=false2026.07 | 78.18 | |
| ProMoE-FLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=false2026.07 | 77.96 | |
| FedAvg + Unif.Data Distribution=Heterogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 77.81 | |
| FedAvg + Unif.Data Distribution=Heterogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 77.74 | |
| FedAvg + Unif.Data Distribution=Heterogeneous, Partitions (I:T:M Ratio)=6:0:4, Public Data Usage=false2026.07 | 77.35 | |
| FeatImpData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=8:0:2, Public Data Usage=false2026.07 | 77.15 | |
| FeatImpData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=false2026.07 | 77.14 | |
| PmcmFLData Distribution=Homogeneous, Partitions (I:T:M Ratio)=8:0:2, Public Data Usage=false2026.07 | 77.03 | |
| PmcmFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 76.99 | |
| FeatImpData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=false2026.07 | 76.78 | |
| FedAvg + Unif.Data Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=false2026.07 | 76.69 | |
| FedAvg + Unif.Data Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=false2026.07 | 76.58 | |
| FedAvg + Unif.Data Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=false2026.07 | 76.48 | |
| FedAvg + ZeroData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=2:2:6, Public Data Usage=false2026.07 | 76.3 | |
| FeatImpData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=false2026.07 | 76.09 | |
| PmcmFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 75.96 | |
| FedAvg + Unif.Data Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=false2026.07 | 75.63 | |
| FedAvg + ZeroData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=3:3:4, Public Data Usage=false2026.07 | 74.98 | |
| FedAvg + ZeroData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:4:6, Public Data Usage=false2026.07 | 74.93 | |
| PmcmFLData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:0:6, Public Data Usage=false2026.07 | 74.66 | |
| FedAvg + ZeroData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:6:4, Public Data Usage=false2026.07 | 74.41 | |
| FedAvg + ZeroData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=0:8:2, Public Data Usage=false2026.07 | 73.34 | |
| FedAvg + ZeroData Distribution=Heterogeneous, Partitions (I:T:M Ratio)=4:4:2, Public Data Usage=false2026.07 | 73.25 |