H4wk507 / lidc-idri

ResUNet segmentation

Download dataset

1. Download 'archive.zip' from https://www.kaggle.com/datasets/washingtongold/lidcidri30
2. Unzip it into lidc directory (this could take a while)

unzip archive.zip -d lidc

Install dependencies

Some old dependencies won't run with newer versions of numpy and python. In python 3.9 everything works fine.

python3.9 -m venv venv
source venv/bin/activate
python3.9 -m pip install -r requirements.txt

References

• Road Extraction by Deep Residual U-Net
• ResUNet-a: a deep learning framework for semantic segmentation of remotely sensed data
• ResUNet++: An Advanced Architecture for Medical Image Segmentation