What Words Keep of a Place: Zero-Shot Language Reasoning for Cross-View Geo-Localization

Cross-view geo-localization is commonly solved as an image retrieval problem, matching a ground-level image against a database of satellite tiles through a jointly trained embedding. Such models are accurate, but they need large paired supervision and cannot show what evidence supports a match.