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MCF

Installation

  • CentOS Linux release 7.3.1611
  • Python 3.6.13
  • CUDA 9.2
  • PyTorch 1.9.0
  • medpy 0.4.0
  • tqdm,h5py

Getting Started

Please change the database path and data partition file in the corresponding code.

Dataset

LA data
Pancreas data

Training

pyhon train_MCF

Evaluation

pyhon test_LA_MCF.py

Citation

If you find this project useful, please consider citing:

@InProceedings{MCF,
    author    = {Wang, Yongchao and Xiao, Bin and Bi, Xiuli and Li, Weisheng and Gao, Xinbo},
    title     = {MCF: Mutual Correction Framework for Semi-Supervised Medical Image Segmentation},
    booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
    month     = {June},
    year      = {2023},
    pages     = {15651-15660}
}

Acknowledgement

We build the project based on UA-MT,SASSNet,DTC. Thanks for their contribution.

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