Disease Classification on MIMIC-CXR (val)
78.46AUROCGlobal-Local Contrastive Learning
Evaluation Results
| Method | Links | |
|---|---|---|
| Global-Local Contrastive LearningTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 78.46 | |
| Global-Local Contrastive Learning (augmented)Training Data=MIMIC-CXR + PadChest + ChestX-Ray14, Prompting Scheme=detailed2022.05 | 78.3 | |
| Label-SupervisedTraining Data=MIMIC-CXR, Supervision=Labels2022.05 | 77.26 | |
| LoCoTraining Data=MIMIC-CXR, Prompting Scheme=detailed, Objective=Local2022.05 | 77.03 | |
| GloCoTraining Data=MIMIC-CXR, Prompting Scheme=detailed, Objective=Global2022.05 | 75.47 | |
| CLIPTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 73.23 | |
| SLIPTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 72.45 | |
| MILNCElocalTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 69.3 |