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Tools for dividing pathology whole slide images into tiles and save them as individual files.

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WSItiler

Tools for dividing pathology whole slide images into tiles and save them as individual files.

Warning: This project is still under development.

About

WSItiler tries to optimize the pre-processing of Pathology Whole Slide Images (WSI), which tend to be very large files of tiled images of different magnifications. We do this by identifying regions of interest in a downscaled copy of the WSI and only processing the tiles that correspond to said areas (the foreground) in a parallelized manner using multiprocessing.

Installation

  1. Install OpenSlide. WSItiler uses OpenSlide to interact with WSI files. It is a C library that must be installed separately before installing WSItiler. Here are some examples for some major operating systems:

    • Debian (Linux):
      apt-get install python3-openslide
    • Windows: Download Windows binaries here, and copy the binary files (i.e. the contents of openslide-win64-20171122\bin\) to the same directory where your Python interpreter of choice is (python.exe) located. This may be in your virtual/conda environment of choice.
  2. Use the package manager pip to install WSItiler like below. Rerun this command to check for and install updates.

    pip install git+https://github.com/hwanglab/wsitiler

Usage

  1. You can import wsitiler into your own script to set up a custom pipeline with wsitiler.wsiManager or use the supplied color normalization methods under wsitiler.normalizer.

  2. You can run WSItiler from the command line as an executable script by running the following command within the appropriate Python environment:

        python -m wsitiler.tiler <options>

    For more information about how to run WSItiler as an independent command, use:

        python -m wsitiler.tiler -h
  3. You can collect a summary of your processed WSI using the describe_dataset.py script:

        python -m wsitiler.describe_dataset -i <list of input directories> -o <file output directory> -c <number of cores> 

Contributing

Pull requests are welcome. Ideally, please open an issue first to discuss what you would like to change. Please follow these steps:

  1. Create an issue detailing the required/desired changes.
    • If reporting a bug, please include the run settings that caused the error and the error output in the description.
  2. Create a new branch from main and implement your changes there.
  3. Commit your changes referencing your issue number.
  4. Once you make sure your changes do not break the main use, submit a pull request and notify @jeanrclemenceau

@jeanrclemenceau will review any changes and merge them to the main.

License

GNU General Public License v3.0

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Tools for dividing pathology whole slide images into tiles and save them as individual files.

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