GANCIU—Geospatial Analysis with Neural Classification and Image Understanding
GANCIU is introduced, an original hybrid pipeline for the automatic extraction of man-made infrastructure from high-resolution satellite imagery that runs end-to-end on a modest, GPU-free consumer laptop, demonstrating that competitive infrastructure-extraction performance does not require specialised computing hardware.