Geospatial foundation models enable data-efficient tree species mapping in temperate mountain forests
James Ball, Jana Annika Wicklein, Zhengpeng Feng, Jovana Knezevic, Sadiq Jaffer, Anil Madhavapeddy, Clement Atzberger, Michele Dalponte, David A. Coomes
This paper evaluates geospatial foundation models for tree species mapping in mountain forests, finding they outperform traditional methods with fewer labels and preserve ecological structure, though performance degrades over time.
Science of Remote Sensing · Jul 10, 2026Peer-reviewedEcology