| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| Shenzhen dataset (test) | Dice Score96.9 | 69 | 1mo ago | ||
| Montgomery County (MC) (test) | Dice (mean)98.2 | 24 | 1mo ago | ||
| PadChest (test) | TransUNet | Dice97.2 | 20 | 1mo ago | |
| NIH | XLSor | Recall97.4 | 16 | 1mo ago | |
| Public (test) | U-Net | Recall97.7 | 16 | 1mo ago | |
| MIMIC (test) | CF-Seg | Dice Coefficient (Both Lungs)91.05 | 16 | 1mo ago | |
| ChestX8 (test) | TransUNet | Dice Coefficient92.9 | 14 | 1mo ago | |
| LUNA16 | Dice97.73 | 13 | 1mo ago | ||
| Chest X-ray | C-Graph | Lung DSC78.38 | 12 | 1mo ago | |
| PadChest (five-fold cross-validation) | S-MVD-CL | DSC (%)93.93 | 9 | 1mo ago | |
| LUNA (test) | R2U-Net | Sensitivity99.44 | 8 | 1mo ago | |
| CXR Lung Segmentation (test) | SAM Ada-LoRA + D-QAT | DSC95.63 | 7 | 17d ago | |
| Medical Segmentation Decathlon (MSD) Lungs | Diff-UMamba | DSC72.24 | 6 | 13d ago | |
| Lung (X-Ray) Internal (val) | U-Net | DSC97 | 6 | 1mo ago | |
| LUNA | ET-Net | Accuracy98.68 | 5 | 1mo ago | |
| PadChest ΔV+ (test) | CF-Seg | Dice (Right Lung)88.83 | 2 | 1mo ago | |
| MIMIC ΔV+ (test) | CF-Seg | Dice (Right Lung)88.52 | 2 | 1mo ago |
