3 papers
cs.CV2025
Trees as Gaussians: Large-Scale Individual Tree Mapping
Dimitri Gominski, Martin Brandt, Xiaoye Tong +6
Trees are key components of the terrestrial biosphere, playing vital roles in ecosystem function, climate regulation, and the bioeconomy. However, large-scale monitoring of individ…
cs.LG2024
Contrasting local and global modeling with machine learning and satellite data: A case study estimating tree canopy height in African savannas
Esther Rolf, Lucia Gordon, Milind Tambe +1
While advances in machine learning with satellite imagery (SatML) are facilitating environmental monitoring at a global scale, developing SatML models that are accurate and useful…
cs.CV2024
Multimodal Fusion Strategies for Mapping Biophysical Landscape Features
Lucia Gordon, Nico Lang, Catherine Ressijac +1
Multimodal aerial data are used to monitor natural systems, and machine learning can significantly accelerate the classification of landscape features within such imagery to benefi…