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Tree detection/cover

Trained with lidar and GaoFen high resolution images. Trees are mapped as gaussians at 3-m from GaoFen-1, PlanetScope, Landsat and Sentinel-2. The heatmap is used as mask for all other products and can be scaled to reflect tree cover.

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Canopy height

 

Trained with airborne lidar. Canopy height is predicted from Sentinel-2, PlanetScope, and Landsat at 3-m. Uses the tree detection as mask.

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Aboveground biomass

Converted from canopy height using field plot data at 30-m resolution.

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Forest structure

The horizontal forest structure derived from tree-level attributes, such as relative crown size, distance between trees, and Ripley's K. Trained with sub-meter GaoFen-2 and scaled with PlanetScope.

2026 Martin Brandt

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