NIH ChestX-ray
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Thoracic disease classification | NIH ChestX-ray14 (test) | AUROC83.4 | 44 | |
| 2D Classification | NIH ChestX-ray (test) | AUC0.856 | 40 | |
| Image Classification | NIH ChestX-ray | Accuracy88.52 | 21 | |
| Pathology Detection | NIH ChestX-ray 8 (test) | mAP (IoU@10-70)10.89 | 14 | |
| Weakly-supervised localization | NIH ChestX-ray14 (test) | Macro IoU Acc @ T(IoU)=0.10.814 | 8 | |
| Localization | NIH ChestX-ray8 all pathologies | mIoU18.9 | 7 | |
| Pathology Classification | NIH ChestX-ray14 | Accuracy66.3 | 6 | |
| Chain-of-Thought Quality | NIH ChestX-ray14 | Causal Support4.36 | 4 | |
| Classification | NIH ChestX-ray14 external (val) | AUROC77.3 | 4 | |
| Multi-label Chest X-ray Classification | NIH ChestX-ray14 (test) | Loss0.0416 | 3 |
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