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Author

J. D. Wegner

3 papers indexed here

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Preprint Sep 2026

Toward a foundation model for forest point clouds

Forest inventories increasingly rely on artificial intelligence (AI) models to derive forest attributes from large-scale 3D point clouds. Current models are typically specialized to a single task, sensor, and forest type, making adaptation expensive in terms of annotations, computation, and expertise. We ask whether a...

Yuan-Wen Yue, Stefano Puliti, Damien Robert et al. · 0 citations
#machine learning Preprint Sep 2026

SAGE: A sampling-aware global evaluation benchmark for species distribution modeling

Knowing where species occur is fundamental for biodiversity research and conservation. Species distribution models (SDMs) link species observations to environmental conditions to estimate their spatial distribution. However, accuracy varies with the underlying data and models, making it essential to know for which spec...

Emilia Arens, Nina Van Tiel, Robin Zbinden et al. · 0 citations
Jul 2026

From Machine Learning to Large-Scale EO Products: Best Practices for Making Maps

Recent years have seen a rapid expansion in the production of large-scale geospatial maps derived from Earth observation (EO) data, driven largely by advances in machine learning (ML) and large computing infrastructure. Although the barrier to generating such maps has dropped substantially, established best practices h...

Ghjulia Sialelli, Robin Young, Yu-Chang Jiang et al. · 1 citation

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