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Required dependencies

  • Tensorflow version 2.11.0 (note this is the EXACT version that we have confimed works, newer versions may work but this is NOT guaranteed
  • numpy verion 1.24.2 or newer
  • matplotlib version 3.7.0 or newer
  • seabourn version 0.12.2 or newer
  • pillow version 9.4.0

Additionally jupyter notebook functionality is required

Structure of this repository

All code is located in the "Python" directory which contains 3 jupyter notebooks, a config scrip and a three directories containing the backend functionality.

Each of the jupyter notebooks provides a simple frontend for interfacing with the training logic. The first notebook is called "data_tools" and provides the necessary functionality to convert segmentation masks from RGB encoding the encoding scheme of choice. The second notebook is called "train_model" and provides all the functionality to train new models, improve old models, and view their predictions. The final notebook is called "view_model" and contains the functionality to benchmark trained models and view their predictions.

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