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Pulmonary Nodule Segmentation on Multi-center n=134 (test)

88.07Dice Coefficient (%)Hi-Seg
55.642864.061472.4880.8986Jun 21, 2026

Evaluation results

MethodLinks
Hi-SegAnnotator type=junior medical student2026.0688.070.066
Hi-SegAnnotator type=senior radiologist2026.0687.480.001
Hi-SegAnnotator type=non-medical annotators #12026.0687.460.014
Hi-SegAnnotator type=non-medical annotators #32026.0687.150.474
Hi-SegAnnotator type=overall, five human annotators2026.0687—
Hi-SegAnnotator type=non-medical annotators #22026.0684.850.024
MedSAM2Prompt type=prompt #42026.0683.990.001
MedSAM2Prompt type=prompt #12026.0683.930.001
HQ-SAMPrompt type=prompt #12026.0682.40.109
MedSAM2Prompt type=prompt #32026.0681.80.001
MedSAMPrompt type=bounding-box prompt2026.0681.50.001
HQ-SAMPrompt type=prompt #42026.0681.370.001
SAMPrompt type=prompt #12026.0681.020.001
SAMPrompt type=prompt #42026.0680.750.001
HQ-SAMPrompt type=prompt #32026.0680.540.001
MedSAM2Prompt type=prompt #22026.0673.90.001
SAMPrompt type=prompt #22026.0671.310.001
nnU-Net2026.0669.050.001
HQ-SAMPrompt type=prompt #22026.0668.150.001
U-Net2026.0666.520.001
U-Net++2026.0665.250.001
Attention U-Net2026.0663.250.001
SAMPrompt type=prompt #32026.0662.30.001
TransU-Net2026.0656.890.001