Geospatial foundation-model embeddings improve population estimation unevenly across space and scale

Wenbin Zhang, Eimear Cleary, Francisco Rowe +4

Reliable subnational population estimates are essential for applications, yet remain difficult where censuses are sparse, outdated or spatially coarse. Existing population-mapping…