AIBullisharXiv – CS AI · 18h ago6/10
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OSMGraphCLIP: Learning Global Location Representations from OpenStreetMap Graphs
OSMGraphCLIP is a new geospatial AI model that learns location representations from OpenStreetMap data rather than satellite imagery. The model matches or outperforms satellite-based systems on diverse tasks including climate prediction, socioeconomic analysis, and wildfire forecasting, demonstrating that map topology and semantic data alone can capture meaningful geographic patterns.