The dataset and model can be downloaded in https://drive.google.com/drive/folders/1Kg1-fbFq2PD9N9Gqy9uLRKyxyivRlRED?usp=sharing

Please mkdir a folder named checkpoint, and unzip the model (SAM) into this folder.

Please unzip the dataset (ACDC and BUSI) into the data folder

Please use the default splitting for train, validation and testing datasets for fair comparison.

SAMatch

SAMatch： SAM-Guided and Match-based Semi-Supervised Segmentation for Medical Image

This paper has been published in Medical Physics: https://aapm.onlinelibrary.wiley.com/doi/full/10.1002/mp.17785

Xu, Guoping, et al. "A segment anything model‐guided and match‐based semi‐supervised segmentation framework for medical imaging." Medical physics (2025).

The paper can be found in https://arxiv.org/abs/2411.16949

Xu G, Qian X, Shao H C, et al. A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical Imaging[J]. arXiv preprint arXiv:2411.16949, 2024.