The US National Geospatial-Intelligence Agency (NGA) was seeking novel approaches for satellite imagery segmentation in order to detect, delineate, and describe circular shaped features. My final solution reached 92% on their secret dataset. (PyTorch, OpenCV, GDAL) NGA’s announcement (PyTorch, OpenCV, GDAL)