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Giovanna Ricci

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Open access Aug 2026

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.

A. Ganciu, Giovanna Ricci, Margherita Solci · 0 citations

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