Trees shape climate, biodiversity, rural livelihoods, and the global bioeconomy, yet many remain invisible to today’s large-scale monitoring systems. Most satellite products describe forests as broad areas of tree cover or canopy height, but they do not locate trees as individual objects. A new deep learning framework changes that view by representing tree crowns as scalable Gaussian patterns in high-resolution satellite imagery. Trained with billions of automatically extracted tree points fro






























