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+---- Thread: Accurate Forest Mapping Using TreeLearn and Lidar-Based Point Clouds (/showthread.php?tid=6310568)
Accurate Forest Mapping Using TreeLearn and Lidar-Based Point Clouds - Stanley - Oct 8, 2025
Accurate Forest Mapping Using TreeLearn and Lidar-Based Point Clouds
This study introduces TreeLearn, a 3D deep learning framework for segmenting and classifying individual trees in Lidar-based forest point clouds. Using high-resolution UAV, TLS, and MLS datasets from diverse global forests, TreeLearn distinguishes between tree and non-tree points with high accuracy. It applies offset prediction and clustering to identify tree instances and was tested across different forest types to evaluate domain transferability. Results show that TreeLearn effectively handles complex canopy structures and variable data sources, setting a new benchmark for automated forest mapping and analysis.
https://hackernoon.com/accurate-forest-mapping-using-treelearn-and-lidar-based-point-clouds?source=rss
RE: Accurate Forest Mapping Using TreeLearn and Lidar-Based Point Clouds - Vectura - Oct 8, 2025
Really cool to see how Lidar and deep learning are being combined for forest mapping. TreeLearn looks like a big step toward more accurate environmental monitoring.
RE: Accurate Forest Mapping Using TreeLearn and Lidar-Based Point Clouds - Fish - Oct 9, 2025
Impressive. Combining Lidar and deep learning like this could really change how we monitor forests.
RE: Accurate Forest Mapping Using TreeLearn and Lidar-Based Point Clouds - Hackers - Oct 26, 2025
(Oct 9, 2025 02:52 AM)Fish Wrote: Impressive. Combining Lidar and deep learning like this could really change how we monitor forests.
A lot more than that too... Archaeology, storm recovery, flood or disaster rescue missions, etc.
Mapping accurately has so many benefits tbh