Pulmonary Nodule Segmentation on Multi-center n=134 (test)
88.07Dice Coefficient (%)Hi-Seg
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hi-SegAnnotator type=junior medical student2026.06 | 88.07 | 0.066 | |
| Hi-SegAnnotator type=senior radiologist2026.06 | 87.48 | 0.001 | |
| Hi-SegAnnotator type=non-medical annotators #12026.06 | 87.46 | 0.014 | |
| Hi-SegAnnotator type=non-medical annotators #32026.06 | 87.15 | 0.474 | |
| Hi-SegAnnotator type=overall, five human annotators2026.06 | 87 | — | |
| Hi-SegAnnotator type=non-medical annotators #22026.06 | 84.85 | 0.024 | |
| MedSAM2Prompt type=prompt #42026.06 | 83.99 | 0.001 | |
| MedSAM2Prompt type=prompt #12026.06 | 83.93 | 0.001 | |
| HQ-SAMPrompt type=prompt #12026.06 | 82.4 | 0.109 | |
| MedSAM2Prompt type=prompt #32026.06 | 81.8 | 0.001 | |
| MedSAMPrompt type=bounding-box prompt2026.06 | 81.5 | 0.001 | |
| HQ-SAMPrompt type=prompt #42026.06 | 81.37 | 0.001 | |
| SAMPrompt type=prompt #12026.06 | 81.02 | 0.001 | |
| SAMPrompt type=prompt #42026.06 | 80.75 | 0.001 | |
| HQ-SAMPrompt type=prompt #32026.06 | 80.54 | 0.001 | |
| MedSAM2Prompt type=prompt #22026.06 | 73.9 | 0.001 | |
| SAMPrompt type=prompt #22026.06 | 71.31 | 0.001 | |
| nnU-Net2026.06 | 69.05 | 0.001 | |
| HQ-SAMPrompt type=prompt #22026.06 | 68.15 | 0.001 | |
| U-Net2026.06 | 66.52 | 0.001 | |
| U-Net++2026.06 | 65.25 | 0.001 | |
| Attention U-Net2026.06 | 63.25 | 0.001 | |
| SAMPrompt type=prompt #32026.06 | 62.3 | 0.001 | |
| TransU-Net2026.06 | 56.89 | 0.001 |