Lung segmentation on Shenzhen dataset (test)
96.9Dice ScorennUNet
Evaluation results
| Method | Links | |
|---|---|---|
| nnUNetGraph Type=N/A2026.02 | 96.9 | |
| Mask-HybridGNet DualGraph Type=Independent2026.02 | 96.5 | |
| Mask-HybridGNet DualGraph Type=Unified2026.02 | 96.5 | |
| Baseline HybridGNet (MSE)Graph Type=Independent2026.02 | 96.3 | |
| Mask-HybridGNetGraph Type=Unified2026.02 | 96.3 | |
| Mask-HybridGNetGraph Type=Independent2026.02 | 96.1 | |
| MAEalpha (noise ratio)=02023.06 | 94.9 | |
| RCEalpha (noise ratio)=02023.06 | 94.9 | |
| SCEalpha (noise ratio)=02023.06 | 94.9 | |
| NGCEalpha (noise ratio)=02023.06 | 94.9 | |
| NCE+RCEalpha (noise ratio)=02023.06 | 94.9 | |
| NGCE+MAEalpha (noise ratio)=02023.06 | 94.9 | |
| NGCE+RCEalpha (noise ratio)=02023.06 | 94.9 | |
| T-Lossalpha (noise ratio)=02023.06 | 94.9 | |
| GCEalpha (noise ratio)=02023.06 | 94.8 | |
| T-Lossalpha (noise ratio)=0.3, beta=0.52023.06 | 94.8 | |
| T-Lossalpha (noise ratio)=0.3, beta=0.72023.06 | 93.9 | |
| RCEalpha (noise ratio)=0.3, beta=0.52023.06 | 93.8 | |
| SCEalpha (noise ratio)=0.3, beta=0.52023.06 | 93.8 | |
| NGCE+MAEalpha (noise ratio)=0.3, beta=0.52023.06 | 93.8 | |
| MAEalpha (noise ratio)=0.3, beta=0.52023.06 | 93.7 | |
| NGCEalpha (noise ratio)=0.3, beta=0.52023.06 | 93.6 | |
| NCE+RCEalpha (noise ratio)=0.3, beta=0.52023.06 | 93.6 | |
| NGCE+RCEalpha (noise ratio)=0.3, beta=0.52023.06 | 93.6 | |
| NGCE+MAEalpha (noise ratio)=0.3, beta=0.72023.06 | 93.4 | |
| GCEalpha (noise ratio)=0.3, beta=0.52023.06 | 93.3 | |
| NGCEalpha (noise ratio)=0.3, beta=0.72023.06 | 93.3 | |
| MAEalpha (noise ratio)=0.3, beta=0.72023.06 | 93.1 | |
| RCEalpha (noise ratio)=0.3, beta=0.72023.06 | 93.1 | |
| GCEalpha (noise ratio)=0.3, beta=0.72023.06 | 93 | |
| SCEalpha (noise ratio)=0.3, beta=0.72023.06 | 93 | |
| NGCE+RCEalpha (noise ratio)=0.3, beta=0.72023.06 | 93 | |
| NCE+RCEalpha (noise ratio)=0.3, beta=0.72023.06 | 92.8 | |
| T-Lossalpha (noise ratio)=0.5, beta=0.52023.06 | 91.4 | |
| MAEalpha (noise ratio)=0.5, beta=0.52023.06 | 91 | |
| RCEalpha (noise ratio)=0.5, beta=0.52023.06 | 91 | |
| GCEalpha (noise ratio)=0.5, beta=0.52023.06 | 90.9 | |
| NGCE+RCEalpha (noise ratio)=0.5, beta=0.52023.06 | 90.9 | |
| SCEalpha (noise ratio)=0.5, beta=0.52023.06 | 90.8 | |
| NGCEalpha (noise ratio)=0.5, beta=0.52023.06 | 90.6 | |
| NCE+RCEalpha (noise ratio)=0.5, beta=0.52023.06 | 90.6 | |
| NGCE+MAEalpha (noise ratio)=0.5, beta=0.52023.06 | 90.6 | |
| T-Lossalpha (noise ratio)=0.5, beta=0.72023.06 | 90.4 | |
| T-Lossalpha (noise ratio)=0.7, beta=0.52023.06 | 89.6 | |
| RCEalpha (noise ratio)=0.5, beta=0.72023.06 | 88.6 | |
| NGCE+RCEalpha (noise ratio)=0.5, beta=0.72023.06 | 88.4 | |
| SCEalpha (noise ratio)=0.5, beta=0.72023.06 | 88.1 | |
| GCEalpha (noise ratio)=0.5, beta=0.72023.06 | 88 | |
| MAEalpha (noise ratio)=0.5, beta=0.72023.06 | 88 | |
| NCE+RCEalpha (noise ratio)=0.5, beta=0.72023.06 | 87.9 | |
| NGCE+MAEalpha (noise ratio)=0.5, beta=0.72023.06 | 87.7 | |
| NGCEalpha (noise ratio)=0.5, beta=0.72023.06 | 87.5 | |
| T-Lossalpha (noise ratio)=0.7, beta=0.72023.06 | 87 | |
| SCEalpha (noise ratio)=0.7, beta=0.52023.06 | 86.5 | |
| NGCEalpha (noise ratio)=0.7, beta=0.52023.06 | 86.5 | |
| NGCE+MAEalpha (noise ratio)=0.7, beta=0.52023.06 | 86.5 | |
| MAEalpha (noise ratio)=0.7, beta=0.52023.06 | 86.4 | |
| RCEalpha (noise ratio)=0.7, beta=0.52023.06 | 86.3 | |
| NCE+RCEalpha (noise ratio)=0.7, beta=0.52023.06 | 86.3 | |
| NGCE+RCEalpha (noise ratio)=0.7, beta=0.52023.06 | 86.2 | |
| GCEalpha (noise ratio)=0.7, beta=0.52023.06 | 85.6 | |
| NGCE+MAEalpha (noise ratio)=0.7, beta=0.72023.06 | 82.4 | |
| MAEalpha (noise ratio)=0.7, beta=0.72023.06 | 82.3 | |
| NGCEalpha (noise ratio)=0.7, beta=0.72023.06 | 82.2 | |
| SCEalpha (noise ratio)=0.7, beta=0.72023.06 | 82.1 | |
| NGCE+RCEalpha (noise ratio)=0.7, beta=0.72023.06 | 82.1 | |
| RCEalpha (noise ratio)=0.7, beta=0.72023.06 | 81.8 | |
| NCE+RCEalpha (noise ratio)=0.7, beta=0.72023.06 | 81.8 | |
| GCEalpha (noise ratio)=0.7, beta=0.72023.06 | 80.7 |