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ResearchFormerly WizWand

Multi-label Classification on CheXpert

81.252Mean AUCX-RGen
60.4811265.8735671.26676.65844Mar 5, 2021Jan 19, 2022Dec 5, 2022Oct 21, 2023Sep 5, 2024Jul 22, 2025Jun 8, 2026
Updated 4mo ago

Evaluation results

MethodLinks
X-RGenEvaluation Protocol=Linear probing, Cross-region Analysis (CA)=Included2023.0581.252
X-RGenEvaluation Protocol=Linear probing, Cross-region Analysis (CA)=Excluded2023.0580.405
R2GenEvaluation Protocol=Linear probing, Training Data=Merged dataset2023.0579.213
R2GenEvaluation Protocol=Linear probing, Training Data=IU-Xray2023.0577.435
S2MTS2Number of labeled training samples per class=5002021.0371.58
S2MTS2Number of labeled training samples per class=4002021.0371.37
S2MTS2Number of labeled training samples per class=3002021.0370.83
FedBBLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.0669.37
FedBBLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.0669.34
FedBBLocal learning epochs (E)=2, Imbalance factor (delta)=12026.0669.31
LatentMixingNumber of labeled training samples per class=5002021.0368.47
FedAvgLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.0667.97
LatentMixingNumber of labeled training samples per class=4002021.0367.96
S2MTS2Number of labeled training samples per class=2002021.0367.85
FedProxLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.0667.82
MOONLocal learning epochs (E)=2, Imbalance factor (delta)=12026.0667.4
LatentMixingNumber of labeled training samples per class=3002021.0367.39
FedAvgLocal learning epochs (E)=2, Imbalance factor (delta)=12026.0667.34
FedProxLocal learning epochs (E)=2, Imbalance factor (delta)=12026.0667.12
FedAlignLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.0666.82
MOONLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.0666.65
LatentMixingNumber of labeled training samples per class=2002021.0366.41
FedNovaLocal learning epochs (E)=2, Imbalance factor (delta)=12026.0666.28
FedNovaLocal learning epochs (E)=2, Imbalance factor (delta)=0.52026.0666.25
FedBBLocal learning epochs (E)=5, Imbalance factor (delta)=12026.0666.2
S2MTS2Number of labeled training samples per class=1002021.0366.15
FedNovaLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.0666.12
FedNovaLocal learning epochs (E)=5, Imbalance factor (delta)=12026.0666.03
FedProxLocal learning epochs (E)=5, Imbalance factor (delta)=12026.0665.58
FedAvgLocal learning epochs (E)=5, Imbalance factor (delta)=12026.0665.4
FedProxLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.0665.18
LatentMixingNumber of labeled training samples per class=1002021.0365.12
FedAlignLocal learning epochs (E)=5, Imbalance factor (delta)=12026.0664.35
FedAvgLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.0664.31
MOONLocal learning epochs (E)=5, Imbalance factor (delta)=12026.0663.64
FedAlignLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.0663.42
FedAlignLocal learning epochs (E)=2, Imbalance factor (delta)=12026.0662.4
MOONLocal learning epochs (E)=5, Imbalance factor (delta)=0.52026.0661.28