CXR
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Classification | CXR14 | AUC0.86 | 76 | |
| Disease diagnosis | CXR 20 (test) | F1-Macro75.37 | 36 | |
| Referring Object Classification | CXR8 (test) | Accuracy33.5 | 9 | |
| Abnormality Detection | CXR | IoU31 | 8 | |
| Image Classification | CXR | AUROC0.92 | 8 | |
| Close-Ended Visual Question Answering | CXR | BERTScore90 | 8 | |
| Open-Ended Visual Question Answering | CXR | BERTScore0.86 | 8 | |
| Chest X-ray classification | CXR14 OOD | Macro F150.1 | 7 | |
| Multi-label Classification | CXR (LODO) | AUC84.15 | 7 | |
| Medical Image Retrieval | CXR All (test) | mAP74.5 | 7 | |
| Medical Image Retrieval | CXR 12 years (test) | mAP0.596 | 7 | |
| Medical Image Retrieval | CXR 11 years (test) | mAP0.748 | 7 | |
| Medical Image Retrieval | CXR 10 years (test) | mAP72.3 | 7 | |
| Medical Image Retrieval | CXR 9 years (test) | mAP71.1 | 7 | |
| Medical Image Retrieval | CXR 8 years (test) | mAP68.8 | 7 | |
| Medical Image Retrieval | CXR 7 years (test) | mAP44 | 7 | |
| Medical Image Retrieval | CXR 6 years (test) | mAP68.7 | 7 | |
| Medical Image Retrieval | CXR 5 years (test) | mAP65.6 | 7 | |
| Medical Image Retrieval | CXR 4 years (test) | mAP68 | 7 | |
| Medical Image Retrieval | CXR 3 years (test) | mAP67 | 7 | |
| Medical Image Retrieval | CXR 2 years (test) | mAP74.5 | 7 | |
| Medical Image Retrieval | CXR 1 year (test) | mAP82.5 | 7 | |
| Medical Image Super-Resolution | CXR | FID15 | 6 | |
| Medical image classification | CXR14 | Average F1 (3 conditions)50.1 | 6 | |
| Explainability/Localization | CXR Pneumonia (test) | Activation Precision13 | 6 |
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