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Medical Image Segmentation on CrossM

89Dice ScoreSAMRIbox
27.32843.33959.3575.361May 17, 2023Oct 13, 2023Mar 11, 2024Aug 7, 2024Jan 4, 2025Jun 2, 2025Oct 30, 2025

Evaluation results

MethodLinks
SAMRIboxPrompting Strategy=box-only2025.10892.170.65
SAMRIbpPrompting Strategy=box+point2025.10882.240.69
SAM-ViTB2025.10822.830.82
MedSAM2025.10733.160.99
One-Promptsetting=segment everything, mode=zero-shot2023.0565.8——
MedSAMsetting=segment everything, mode=zero-shot2023.0559.3——
MSAsetting=segment everything, mode=zero-shot2023.0551.7——
SAM-Med2Dsetting=segment everything, mode=zero-shot2023.0547.2——
TransUNetsetting=segment everything, mode=zero-shot2023.0537.7——
MedSegDiffsetting=segment everything, mode=zero-shot2023.0537.7——
nnUNetsetting=segment everything, mode=zero-shot2023.0535——
Swin-UNetrsetting=segment everything, mode=zero-shot2023.0529.7——