This repository contains the original implementation of "PDF-UNet: A semi-supervised method for segmentation of breast tumor images using a U-shaped pyramid-dilated network " in PyTorch. This paper has been published in "Expert Systems with Applications - Elsevier, IF:8.665"
Proposed Architecture
PDF-UNet
Pyramid-dilated fusion block
Visualization of segmentation results
Requirements
- Python 3.9.7
- PyTorch: 1.10.1
- OpenCV: 4.6.0
- Numpy: 1.22.3
- Matplotlib: 3.5.1
Cite:
If you use PDF-UNet architecture in your project, please cite the following paper:
Iqbal, A., & Sharif, M. (2023). PDF-UNet: A semi-supervised method for segmentation of breast tumor images using a U-shaped pyramid-dilated network. Expert Systems with Applications, 119718. DOI: https://doi.org/10.1016/j.eswa.2023.119718