Glacier Fronts is a fastai v1 (PyTorch) port of FrontLearning - a convolutional neural network used to detect glacier calving margins in Greenland, originally implemented using Keras.

This is an initial port only and has not yet been tuned.

Installation with conda is recommended.

Then launch the glacier_fronts.ipynb notebook from Jupyter Lab.

git clone https://github.com/tkristinwilson/glacier-fronts
cd glacier-fronts

conda env create -f environment.yml
conda activate glacier-fronts

python -m ipykernel install --user --name glacier-fronts
jupyter nbextension enable --py widgetsnbextension
jupyter lab &