Lung Segmentation on Montgomery County (MC) (test)
98.2Dice (mean)nnUNet
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| nnUNetGraph Type=N/A2026.02 | 98.2 | — | — | — | — | — | |
| Mask-HybridGNet DualGraph Type=Unified2026.02 | 97.5 | — | — | — | — | — | |
| Mask-HybridGNet DualGraph Type=Independent2026.02 | 97.4 | — | — | — | — | — | |
| Mask-HybridGNetGraph Type=Unified2026.02 | 97.4 | — | — | — | — | — | |
| Mask-HybridGNetGraph Type=Independent2026.02 | 96.8 | — | — | — | — | — | |
| Baseline HybridGNet (MSE)Graph Type=Independent2026.02 | 96.4 | — | — | — | — | — | |
| Cluster+EntropyBudget=11% (16), Setting=AL 12+4, alpha=02026.01 | 96.04 | — | — | 96.22 | 12.34 | 11.47 | |
| Cold-start clusteringBudget=11% (16), Setting=Cold start2026.01 | 95.95 | — | — | 96.23 | 11.96 | 10.93 | |
| Cluster+DistanceBudget=11% (16), Setting=AL 12+4, alpha=12026.01 | 95.83 | — | — | 95.91 | 13.88 | 12.07 | |
| Cluster+CombinedBudget=11% (16), Setting=AL 12+4, alpha=0.32026.01 | 95.81 | — | — | 95.83 | 12.87 | 13.2 | |
| K-means to budgetBudget=11% (16), Setting=Cold start2026.01 | 95.58 | — | — | 95.65 | 16.34 | 15.43 | |
| Cold-start clusteringBudget=9% (12), Setting=Cold start2026.01 | 95.24 | — | — | 95.44 | 18.2 | 14.79 | |
| Random-onlyBudget=11% (16), Setting=Cold start2026.01 | 95.05 | — | — | 95.57 | 17.95 | 18.26 | |
| Cluster+DistanceBudget=9% (12), Setting=AL 8+4, alpha=12026.01 | 95 | — | — | 95.12 | 17.58 | 16.98 | |
| K-means to budgetBudget=7% (10), Setting=Cold start2026.01 | 94.59 | — | — | 94.79 | 19.57 | 19.85 | |
| Cold-start clusteringBudget=7% (10), Setting=Cold start2026.01 | 94.54 | — | — | 94.08 | 24.81 | 22.74 | |
| Cold-start clusteringBudget=5% (8), Setting=Cold start2026.01 | 94.13 | — | — | 94.68 | 26.78 | 23.33 | |
| K-means to budgetBudget=9% (12), Setting=Cold start2026.01 | 94.12 | — | — | 94.97 | 24.12 | 19.64 | |
| Random-onlyBudget=7% (10), Setting=Cold start2026.01 | 93.99 | — | — | 93.84 | 23.73 | 22.83 | |
| K-means to budgetBudget=5% (8), Setting=Cold start2026.01 | 93.71 | — | — | 94.05 | 25.29 | 24.85 | |
| Cluster+CombinedBudget=9% (12), Setting=AL 8+4, alpha=0.32026.01 | 93.43 | — | — | 95.1 | 21.08 | 14.89 | |
| Random-onlyBudget=5% (8), Setting=Cold start2026.01 | 92.97 | — | — | 93.16 | 30.77 | 28.37 | |
| Cluster+EntropyBudget=9% (12), Setting=AL 8+4, alpha=02026.01 | 92.24 | — | — | 94.89 | 27.57 | 19.63 | |
| Random-onlyBudget=9% (12), Setting=Cold start2026.01 | 89.29 | — | — | 94.83 | 28.34 | 17.25 | |
| ET-Net2019.07 | — | 98.65 | 94.2 | — | — | — | |
| FCN2019.07 | — | 97.35 | 90.53 | — | — | — | |
| M-Net2019.07 | — | 97.96 | 91.95 | — | — | — | |
| Multi-task2019.07 | — | 98.13 | 92.24 | — | — | — | |
| U-Net2019.07 | — | 97.82 | 91.64 | — | — | — |