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WaveCT-AIN_base_version

(Style Transfer for Medical Image)

Getting Started

Dependency

  • PyTorch >= 0.4.1
  • Check the requirements.txt
pip install -r requirements.txt

Arguments

  • --content: FOLDER-PATH-TO-CONTENT-IMAGES
  • --style: FOLDER-PATH-TO-STYLE-IMAGES
  • --output: FOLDER-PATH-TO-OUTPUT-IMAGES
  • --image_size: output image size
  • -a: all transfer
  • -d: decoder transfer
  • -e: encoder transfer
  • -s: skip transfer

Introduction

  • Pretrained models can be found in the ./model_checkpoints
  • Content and style images can be found in the./examples
  • ./transfer.py is the transfer code
  • Test the model:
CUDA_VISIBLE_DEVICES=5 python transfer.py --content ./examples/content --style ./examples/style --output ./outputs/ --verbose --image_size 512 -d

The test results will be saved to ./outputs by default.

Result

Please cite:

Liu, Zhendong, et al. "Remove appearance shift for ultrasound image segmentation via fast and universal style transfer." 2020 IEEE 17th International Symposium on Biomedical Imaging (ISBI). IEEE, 2020.

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