Software
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DeepForest
tree crown detection using RGB
Neon species classification for US
Ensenmble of traditional ML for species classification across the US
NeonDataWrangler
R and Python package to easily retrieve and clean NEON TOS and AOP data
Data Products
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Derived inventory of tree crowns
Over 100 million tree crowns estimated from DeepForest
Individual tree crowns leaf traits from integrating NEON and FIA
An inventory of 60 million trees across US
Individual tree crowns leaf traits from remote sensing
Functional ecology has increasingly focused on describing ecological communities based on their traits (measurable features affecting individuals fitness and performance). Analyzing trait distributions within and among forests could significantly improve understanding of community composition and ecosystem function.