Instance segmentation of individual tree crowns with YOLOv5: A comparison of approaches using the ForInstance benchmark LiDAR dataset

Instance segmentation of individual tree crowns with YOLOv5: A comparison of approaches using the ForInstance benchmark LiDAR dataset

Fine-grained information on the level of individual trees constitute key components for forest observation enabling forest management practices tackling the effects of climate change and the loss of biodiversity in forest ecosystems. Such information on individual tree crowns (ITC's) can be der...

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Bibliographic Details
Main Authors: Adrian Straker, Stefano Puliti, Johannes Breidenbach, Christoph Kleinn, Grant Pearse, Rasmus Astrup, Paul Magdon
Format: Article
Language:English
Published: Elsevier 2023-08-01
Series:ISPRS Open Journal of Photogrammetry and Remote Sensing
Subjects:
Individual tree crown segmentation
Deep learning
UAV laser scanning
Canopy height model
Yolov5
ForInstance
Online Access:http://www.sciencedirect.com/science/article/pii/S2667393223000169

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http://www.sciencedirect.com/science/article/pii/S2667393223000169

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