Review
Open access
Sep 2026
A deployment-oriented quality-control framework for integrating UAV LiDAR and field inventory in precision forestry
Reliable integration of UAV-LiDAR and field inventory is essential for operational forest monitoring, but heterogeneous data quality can destabilize plot-level predictions. Conventional quality-control procedures generally focus on filtering individual records or applying fixed pass–fail rules, providing limited suppor...
Xiang-Fei Lu, Zi-Yang Liu, Zhe-Yuan Wu et al.
· Frontiers in Plant Science · 0 citations