We used PlanetScope optical satellite imagery to map the irrigation canals infrastructure network. The canal waterway data was obtained from the National Hydrography(NHD) Dataset, which contains shapefiles of linestrings representing canal waterways.
To train a IGraSS framework to get a refined ground truth:
/Framework/run_framework.py --iterations 5 --process_type f --model_type resnet --output_path /output_path/ --from_scratch --dilation --k 4 --R 150 --th 0.5 --r_th 0.1 --epoch 10
To see all optional arguments for training:
/Framework/run_framework.py -h