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caoluyang0830/CVBM

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by Luyang, Cao, Jianwei Li, and Yinghuan Shi.

1. Dependencies

  • Python3
  • PyTorch>=1.0
  • OpenCV-Python, TensorboardX
  • NVIDIA GPU+CUDA

2. Network Architecture

figure_arch

3. Training and Testing

3.1 Training Process

python LA_train.py 
python Pancreas_train.py 
python ACDC_train.py 

3.2 Testing Process

python test_LA.py
python test_Pancreas.py
python test_ACDC.py

4. Visual comparison on LA, Pancreas and ACDC datasets

4.1 LA dataset

figure_eval  

4.2 Pancreas dataset

figure_eval

4.3 ACDC dataset

figure_eval

5. Quantitative comparison on LA, Pancreas and ACDC datasets

table_eval table_eval table_eval

Acknowledgements

Our code is largely based on BCP. We sincerely appreciate the valuable contributions of these authors, and we hope our work may also offer some useful insights to the field.

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