Lung Segmentation on PadChest (test)
97.2DiceTransUNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TransUNetTrain On=Padchest, Parameters=105323161, Runs on Phone=No2024.07 | 97.2 | — | — | — | 0.018 | |
| TransUNetTrain On=ChestX8, Parameters=105323161, Runs on Phone=No2024.07 | 96.9 | — | — | — | 0.02 | |
| nnUNetGraph Type=N/A2026.02 | 96.5 | — | — | — | — | |
| nnUNetTrain On=Padchest, Parameters=29966112, Runs on Phone=No2024.07 | 96.2 | — | — | — | 0.091 | |
| UNetTrain On=ChestX8, Parameters=36950273, Runs on Phone=No2024.07 | 95.8 | — | — | — | 0.02 | |
| UNetTrain On=Padchest, Parameters=36950273, Runs on Phone=No2024.07 | 95.7 | — | — | — | 0.028 | |
| Baseline HybridGNet (MSE)Graph Type=Independent2026.02 | 95.6 | — | — | — | — | |
| Mask-HybridGNet DualGraph Type=Independent2026.02 | 95.6 | — | — | — | — | |
| VWSL FinetuningTrain On=ChestX8, Parameters=26432, Runs on Phone=Yes2024.07 | 95.5 | — | — | — | 0.033 | |
| Mask-HybridGNet DualGraph Type=Unified2026.02 | 95.5 | — | — | — | — | |
| Med-NCATrain On=Padchest, Parameters=26432, Runs on Phone=Yes2024.07 | 95.4 | — | — | — | 0.052 | |
| Mask-HybridGNetGraph Type=Unified2026.02 | 95.4 | — | — | — | — | |
| Mask-HybridGNetGraph Type=Independent2026.02 | 95.3 | — | — | — | — | |
| nnUNetTrain On=ChestX8, Parameters=29966112, Runs on Phone=No2024.07 | 94.9 | — | — | — | 0.135 | |
| Med-NCATrain On=ChestX8, Parameters=26432, Runs on Phone=Yes2024.07 | 94.1 | — | — | — | 0.061 | |
| TransUNetTrain On=MIMIC, Parameters=105323161, Runs on Phone=No2024.07 | 89.8 | — | — | — | 0.031 | |
| VWSL FinetuningTrain On=MIMIC, Parameters=26432, Runs on Phone=Yes2024.07 | 86.7 | — | — | — | 0.043 | |
| UNetTrain On=MIMIC, Parameters=36950273, Runs on Phone=No2024.07 | 86.6 | — | — | — | 0.045 | |
| nnUNetTrain On=MIMIC, Parameters=29966112, Runs on Phone=No2024.07 | 85.3 | — | — | — | 0.126 | |
| Med-NCATrain On=MIMIC, Parameters=26432, Runs on Phone=Yes2024.07 | 84.9 | — | — | — | 0.052 | |
| CF-Seg2025.06 | — | 90.64 | 91.62 | 91.2 | — | |
| U-Net2025.06 | — | 89.53 | 91.43 | 90.52 | — |