Multi-label Classification on CheXpert
81.252Mean AUCX-RGen
Evaluation Results
| Method | Links | |
|---|---|---|
| X-RGenEvaluation Protocol=Linear probing, Cross-region Analysis (CA)=Included2023.05 | 81.252 | |
| X-RGenEvaluation Protocol=Linear probing, Cross-region Analysis (CA)=Excluded2023.05 | 80.405 | |
| R2GenEvaluation Protocol=Linear probing, Training Data=Merged dataset2023.05 | 79.213 | |
| R2GenEvaluation Protocol=Linear probing, Training Data=IU-Xray2023.05 | 77.435 | |
| S2MTS2Number of labeled training samples per class=5002021.03 | 71.58 | |
| S2MTS2Number of labeled training samples per class=4002021.03 | 71.37 | |
| S2MTS2Number of labeled training samples per class=3002021.03 | 70.83 | |
| FedBBLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.06 | 69.37 | |
| FedBBLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.06 | 69.34 | |
| FedBBLocal learning epochs (E)=2, Imbalance factor (delta)=12026.06 | 69.31 | |
| LatentMixingNumber of labeled training samples per class=5002021.03 | 68.47 | |
| FedAvgLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.06 | 67.97 | |
| LatentMixingNumber of labeled training samples per class=4002021.03 | 67.96 | |
| S2MTS2Number of labeled training samples per class=2002021.03 | 67.85 | |
| FedProxLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.06 | 67.82 | |
| MOONLocal learning epochs (E)=2, Imbalance factor (delta)=12026.06 | 67.4 | |
| LatentMixingNumber of labeled training samples per class=3002021.03 | 67.39 | |
| FedAvgLocal learning epochs (E)=2, Imbalance factor (delta)=12026.06 | 67.34 | |
| FedProxLocal learning epochs (E)=2, Imbalance factor (delta)=12026.06 | 67.12 | |
| FedAlignLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.06 | 66.82 | |
| MOONLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.06 | 66.65 | |
| LatentMixingNumber of labeled training samples per class=2002021.03 | 66.41 | |
| FedNovaLocal learning epochs (E)=2, Imbalance factor (delta)=12026.06 | 66.28 | |
| FedNovaLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.06 | 66.25 | |
| FedBBLocal learning epochs (E)=5, Imbalance factor (delta)=12026.06 | 66.2 | |
| S2MTS2Number of labeled training samples per class=1002021.03 | 66.15 | |
| FedNovaLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.06 | 66.12 | |
| FedNovaLocal learning epochs (E)=5, Imbalance factor (delta)=12026.06 | 66.03 | |
| FedProxLocal learning epochs (E)=5, Imbalance factor (delta)=12026.06 | 65.58 | |
| FedAvgLocal learning epochs (E)=5, Imbalance factor (delta)=12026.06 | 65.4 | |
| FedProxLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.06 | 65.18 | |
| LatentMixingNumber of labeled training samples per class=1002021.03 | 65.12 | |
| FedAlignLocal learning epochs (E)=5, Imbalance factor (delta)=12026.06 | 64.35 | |
| FedAvgLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.06 | 64.31 | |
| MOONLocal learning epochs (E)=5, Imbalance factor (delta)=12026.06 | 63.64 | |
| FedAlignLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.06 | 63.42 | |
| FedAlignLocal learning epochs (E)=2, Imbalance factor (delta)=12026.06 | 62.4 | |
| MOONLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.06 | 61.28 |