PadChest
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Lung Segmentation | PadChest (test) | Dice97.2 | 20 | |
| Visual Attribution | PadChest-GR MedGround-Bench-Direct | mIoU0.3277 | 12 | |
| Disease Classification | PadChest rare | AUC78.75 | 11 | |
| Disease Classification | PadChest (unseen) | AUC79.05 | 11 | |
| Disease Classification | PadChest seen | AUC85.32 | 11 | |
| Multi-label classification | PadChest-GR | F1 Score22.35 | 11 | |
| Chest radiograph classification | PadChest (test) | AUROC0.893 | 10 | |
| Radiology Report Generation | PadChest | BLEU-1 Score (Age Group)2.7 | 10 | |
| Lung segmentation | PadChest (five-fold cross-validation) | DSC (%)93.93 | 9 | |
| Medical Image Classification | PadChest (test) | AUC72.51 | 9 | |
| Counterfactual intervention evaluation | PadChest (test) | LLA16.1 | 9 | |
| Visual Grounding | PadChest-GR (test) | mAP@0.563 | 8 | |
| Multi-label CXR Classification | PadChest20 (test) | AUC0.837 | 8 | |
| Multi-label CXR Classification | PadChest (test) | AUC0.81 | 8 | |
| Multi-label disease classification | PadChest | Classification Performance Score82.3 | 7 | |
| Grounding | PadChest-GR (test) | Pointing Game86.6 | 6 | |
| Performance Shift Prediction | PadChest Composite IDC: Female | MAE3.2 | 6 | |
| Performance Shift Prediction | PadChest Composite IDC: Male | MAE0.009 | 6 | |
| Performance Shift Prediction | PadChest Composite Philips: Female | MAE0.008 | 6 | |
| Performance Shift Prediction | PadChest Composite Philips Male | MAE0.003 | 6 | |
| Performance Shift Prediction | PadChest Single Scanner: Philips | MAE0.017 | 6 | |
| Performance Shift Prediction | PadChest Single Scanner: IDC | MAE0.031 | 6 | |
| Performance Shift Prediction | PadChest Single Sex Female | MAE0.011 | 6 | |
| Performance Shift Prediction | PadChest Single Sex Male | MAE0.013 | 6 | |
| Multi-label Medical Image Classification | PadChest | Clean AUC64.3 | 6 |
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