Pan-cancer segmentation on Internal datasets
77.1Lung Tumor DSCLesionLocator
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| LesionLocatorSegmentation Protocol=Interactive, Manual Prompt Type=point2026.01 | 77.1 | — | — | — | 76.8 | — | 67.9 | 89.1 | 75.3 | — | |
| ULSSegmentation Protocol=Interactive, Manual Prompt Type=point2026.01 | 76.5 | — | — | — | 65.1 | — | 57.9 | 82.9 | 68.3 | — | |
| SegVolSegmentation Protocol=Interactive, Manual Prompt Type=point+text2026.01 | 68.9 | — | — | — | 71.8 | — | 68.3 | 90.5 | 69.7 | — | |
| GF-ScreenSegmentation Protocol=Automatic2026.01 | 57.7 | 55.2 | 45 | 69.5 | 67.7 | 47.9 | 75.3 | 91.2 | 37.7 | 60.8 | |
| VoCoSegmentation Protocol=Automatic2026.01 | 53.4 | 49.4 | 41.6 | 64.2 | 65.1 | 36 | 70.5 | 89.3 | 34.6 | 56.1 | |
| SuPreMSegmentation Protocol=Automatic2026.01 | 52.5 | 48 | 38.5 | 64.1 | 65.3 | 40.2 | 71.2 | 88 | 21.9 | 54.4 | |
| PASTASegmentation Protocol=Automatic2026.01 | 52.1 | 48.2 | 23.3 | 64.7 | 66.2 | 30.8 | 72.1 | 88.6 | 29.3 | 52.8 | |
| TransUNetSegmentation Protocol=Automatic2026.01 | 51.2 | 36.7 | 17.9 | 60.8 | 59.2 | 29.9 | 64.7 | 87.7 | 14.5 | 46.9 | |
| SATSegmentation Protocol=Interactive, Manual Prompt Type=text2026.01 | 51 | 28 | — | 67.2 | 60.1 | 34.2 | 67.9 | — | 35.3 | — | |
| nnUNetSegmentation Protocol=Automatic2026.01 | 50.4 | 48.1 | 36.8 | 61.5 | 61.2 | 35.9 | 68.3 | 86.6 | 30.6 | 53.3 | |
| UniMiSS+Segmentation Protocol=Automatic2026.01 | 49.1 | 40.3 | 23.6 | 62 | 55.5 | 22.1 | 64.1 | 83.6 | 12.1 | 45.9 | |
| SwinUNETRSegmentation Protocol=Automatic2026.01 | 47.8 | 43.6 | 26.3 | 58.5 | 57 | 27.6 | 70.8 | 83 | 21 | 48.6 | |
| CLIP-drivenSegmentation Protocol=Automatic2026.01 | 46.7 | 36.8 | 22.8 | 63.1 | 61.2 | 23.7 | 67 | 87.5 | 20.2 | 47.6 | |
| 3D UX-NetSegmentation Protocol=Automatic2026.01 | 42.4 | 30.1 | 10.2 | 56.1 | 54.4 | 16.3 | 62.3 | 82.5 | 6.9 | 40.1 |