Chest X-ray Classification on CheXpert (val)
84.92AUROCXplainer
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| XplainerCLIP pretraining data=MIMIC, setting=zero-shot2023.03 | 84.92 | — | — | — | — | — | — | |
| Global-Local Contrastive Learning (augmented)Training Data=MIMIC-CXR + PadChest + ChestX-Ray14, Prompting Scheme=detailed2022.05 | 83.24 | — | — | — | — | — | — | |
| Seibold et al.CLIP pretraining data=MIMIC, PadChest, ChestX-ray14, setting=zero-shot2023.03 | 83.24 | — | — | — | — | — | — | |
| LoCoTraining Data=MIMIC-CXR, Prompting Scheme=detailed, Objective=Local2022.05 | 81.71 | — | — | — | — | — | — | |
| Label-SupervisedTraining Data=CheXpert, Supervision=Labels2022.05 | 78.9 | — | — | — | — | — | — | |
| Global-Local Contrastive LearningTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 78.86 | — | — | — | — | — | — | |
| Seibold et al.CLIP pretraining data=MIMIC, setting=zero-shot2023.03 | 78.86 | — | — | — | — | — | — | |
| SLIPTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 78.49 | — | — | — | — | — | — | |
| GloCoTraining Data=MIMIC-CXR, Prompting Scheme=detailed, Objective=Global2022.05 | 77.24 | — | — | — | — | — | — | |
| CLIPTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 75.85 | — | — | — | — | — | — | |
| MILNCElocalTraining Data=MIMIC-CXR, Prompting Scheme=detailed2022.05 | 74.98 | — | — | — | — | — | — | |
| Hierarchical-Learning-V1ensemble=6 models2019.11 | — | 0.909 | 0.91 | 0.957 | 0.958 | 0.964 | 0.94 | |
| U-Ignorevariant=LP2019.11 | — | 0.72 | 0.87 | 0.77 | 0.87 | 0.9 | 0.826 | |
| U-Ignorevariant=BR2019.11 | — | 0.72 | 0.88 | 0.77 | 0.87 | 0.9 | 0.828 | |
| U-Ignorevariant=CC2019.11 | — | 0.7 | 0.87 | 0.74 | 0.86 | 0.9 | 0.814 | |
| U-Ignore2019.11 | — | 0.818 | 0.828 | 0.938 | 0.934 | 0.928 | 0.889 | |
| U-MultiClass2019.11 | — | 0.821 | 0.854 | 0.937 | 0.928 | 0.936 | 0.895 | |
| U-Ones2019.11 | — | 0.858 | 0.832 | 0.899 | 0.941 | 0.934 | 0.893 | |
| U-SelfTrained2019.11 | — | 0.833 | 0.831 | 0.939 | 0.935 | 0.932 | 0.894 | |
| U-Zeros2019.11 | — | 0.811 | 0.84 | 0.932 | 0.929 | 0.931 | 0.888 |