Irregular structure segmentation on Decathlon BrainTumor
81.6Dice (Tumor)FullSup-nnUNet
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FullSup-nnUNetsupervision=fully-supervised (full annotations)2026.05 | 81.6 | 82.9 | 82.3 | 18.87 | 11.01 | 14.94 | |
| HELPNetsupervision=scribble-supervised2026.05 | 81.1 | 73.4 | 77.2 | 20.69 | 19.57 | 20.13 | |
| FullSupUNetsupervision=fully-supervised (full annotations)2026.05 | 80.3 | 82.1 | 81.2 | 21.34 | 12.38 | 16.86 | |
| ZScribbleSegsupervision=scribble-supervised2026.05 | 78.8 | 73.7 | 76.3 | 24.28 | 19.91 | 22.1 | |
| TIP25supervision=scribble-supervised2026.05 | 78.4 | 72.4 | 75.4 | 21.82 | 21.88 | 21.85 | |
| ScribFormersupervision=scribble-supervised2026.05 | 77.3 | 72 | 74.7 | 27.28 | 24.81 | 26.05 | |
| ShapePUsupervision=scribble-supervised2026.05 | 75 | 71.2 | 73.1 | 33.29 | 30.16 | 31.73 | |
| CycleMixsupervision=scribble-supervised2026.05 | 74.1 | 71.1 | 72.6 | 38.56 | 37.55 | 38.1 | |
| CVIRsupervision=scribble-supervised2026.05 | 72 | 66.7 | 69.4 | 71.15 | 59.42 | 65.29 | |
| GatedCRFsupervision=scribble-supervised2026.05 | 71.3 | 67 | 69.2 | 74.38 | 60.51 | 67.45 | |
| WSL4supervision=scribble-supervised2026.05 | 70.9 | 66.9 | 68.9 | 76.29 | 63.28 | 69.79 | |
| nnPUsupervision=scribble-supervised2026.05 | 70.8 | 64.8 | 67.8 | 80.49 | 66.29 | 73.39 | |
| PCE2026.05 | 68.3 | 56.9 | 62.6 | 89.84 | 68.13 | 78.99 |