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Predicting Tree Species From 3D Laser Scanning Point Clouds Using Deep Learning

Automated species classification from 3D point clouds is still a challenge. It is, however, an important task for laser scanning-based forest inventory, ecosystem models, and to support forest management. Here, we tested the performance of an image classification approach based on convolutional neur...

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Detalles Bibliográficos
Autores principales: Seidel, Dominik, Annighöfer, Peter, Thielman, Anton, Seifert, Quentin Edward, Thauer, Jan-Henrik, Glatthorn, Jonas, Ehbrecht, Martin, Kneib, Thomas, Ammer, Christian
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7902704/
https://www.ncbi.nlm.nih.gov/pubmed/33643364
http://dx.doi.org/10.3389/fpls.2021.635440