Pulmonary nodule segmentation on Single-center external dataset (n=885) (test)
86.77Dice Score (%)Hi-Seg
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Hi-SegAnnotator type=non-medical annotators #32026.06 | 86.77 | 0.001 | |
| Hi-SegAnnotator group=senior radiologist2026.06 | 86.32 | 0.016 | |
| Hi-SegAnnotator type=senior radiologist2026.06 | 86.32 | 0.001 | |
| Hi-SegAnnotator group=junior medical student2026.06 | 84.73 | 0.045 | |
| Hi-SegAnnotator type=junior medical student2026.06 | 84.73 | 0.001 | |
| Hi-SegAnnotator group=overall, five human annotators2026.06 | 84.47 | — | |
| Hi-SegAnnotator type=overall, five human annotators2026.06 | 84.47 | — | |
| Hi-SegAnnotator group=non-medical annotators2026.06 | 83.77 | 0.842 | |
| MedSAM2Prompt type=prompt #42026.06 | 83.08 | 0.001 | |
| Hi-SegAnnotator type=non-medical annotators #12026.06 | 82.78 | 0.525 | |
| Hi-SegAnnotator type=non-medical annotators #22026.06 | 81.77 | 0.001 | |
| MedSAMPrompt type=bounding box prompt2026.06 | 79.24 | 0.001 | |
| MedSAMPrompt type=bounding-box prompt2026.06 | 79.24 | 0.001 | |
| HQ-SAMPrompt type=prompt #42026.06 | 78.95 | 0.001 | |
| MedSAM2Prompt type=prompt #12026.06 | 78.26 | 0.001 | |
| MedSAM2Prompt type=prompt #32026.06 | 77.96 | 0.001 | |
| SAMPrompt type=prompt #42026.06 | 77.83 | 0.001 | |
| HQ-SAMPrompt type=prompt #32026.06 | 77.04 | 0.001 | |
| MedSAM2Prompt type=overall, prompts #1-42026.06 | 76.12 | 0.001 | |
| nnU-NetModel type=Deep learning model2026.06 | 75.42 | 0.001 | |
| nnU-Net2026.06 | 75.42 | 0.001 | |
| HQ-SAMPrompt type=prompt #12026.06 | 74.55 | 0.001 | |
| SAMPrompt type=prompt #12026.06 | 74.48 | 0.001 | |
| HQ-SAMPrompt type=overall, prompts #1-42026.06 | 73.49 | 0.001 | |
| U-NetModel type=Deep learning model2026.06 | 70.77 | 0.001 | |
| U-Net2026.06 | 70.77 | 0.001 | |
| U-Net++Model type=Deep learning model2026.06 | 69.84 | 0.001 | |
| U-Net++2026.06 | 69.84 | 0.001 | |
| Attention U-NetModel type=Deep learning model2026.06 | 67.88 | 0.001 | |
| Attention U-Net2026.06 | 67.88 | 0.001 | |
| SAMPrompt type=overall, prompts #1-42026.06 | 67.77 | 0.001 | |
| MedSAM2Prompt type=prompt #22026.06 | 65.19 | 0.001 | |
| SAMPrompt type=prompt #22026.06 | 63.73 | 0.001 | |
| TransU-NetModel type=Deep learning model2026.06 | 63.51 | 0.001 | |
| TransU-Net2026.06 | 63.51 | 0.001 | |
| HQ-SAMPrompt type=prompt #22026.06 | 63.44 | 0.001 | |
| SAMPrompt type=prompt #32026.06 | 55.06 | 0.001 |