Disease Classification on ChestX-Ray14 (val)
79.9AUROCGlobal-Local Contrastive Learning (augmented)
Evaluation Results
| Method | Links | |
|---|---|---|
| Global-Local Contrastive Learning (augmented)Training Data=MIMIC-CXR + PadChest + ChestX-Ray14, Prompting Scheme=detailed2022.05 | 79.9 | |
| Label-SupervisedTraining Data=ChestX-Ray14, Supervision=Labels2022.05 | 79.7 | |
| Global-Local Contrastive LearningTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 75.77 | |
| LoCoTraining Data=MIMIC-CXR, Prompting Scheme=detailed, Objective=Local2022.05 | 71.92 | |
| SLIPTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 71.45 | |
| GloCoTraining Data=MIMIC-CXR, Prompting Scheme=detailed, Objective=Global2022.05 | 69.22 | |
| CLIPTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 68.03 | |
| MILNCElocalTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 67.56 |