3 papers
cs.LG2026
Integrating national forest inventory, airborne lidar, and satellite imagery for wall-to-wall mapping of forest structure with computer vision
Luke J. Zachmann, David D. Diaz, Vincent A. Landau +8
Remote sensing is increasingly relied upon to deliver actionable science for forest and wildfire risk management across large landscapes. Wall-to-wall, annually updated maps are a…
cs.CV2026
VibrantSR: Sub-Meter Canopy Height Models from Sentinel-2 Using Generative Flow Matching
Kiarie Ndegwa, Andreas Gros, Tony Chang +6
We present VibrantSR (Vibrant Super-Resolution), a generative super-resolution framework for estimating 0.5 meter canopy height models (CHMs) from 10 meter Sentinel-2 imagery. Unli…
cs.CV2025
VibrantVS: A high-resolution multi-task transformer for forest canopy height estimation
Tony Chang, Kiarie Ndegwa, Andreas Gros +8
This paper explores the application of a novel multi-task vision transformer (ViT) model for the estimation of canopy height models (CHMs) using 4-band National Agriculture Imagery…