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Tree species classification from complex laser scanning data in Mediterranean forests using deep learning

Abstract Recent advances in terrestrial laser scanning (TLS) technology have enabled the automatic capture of three‐dimensional vegetation structure at high resolution, but the scalability of using these data for large‐scale forest monitoring is limited by reliance on intensive manual data processin...

Ausführliche Beschreibung

Gespeichert in:
Hauptverfasser: Matthew J. Allen, Stuart W. D. Grieve, Harry J. F. Owen, Emily R. Lines
Format: Artigo
Sprache:Inglês
Veröffentlicht: Wiley 2023-07-01
Schriftenreihe:Methods in Ecology and Evolution
Schlagworte:
convolutional neural networks
data augmentation
deep learning
forest monitoring
machine learning
terrestrial laser scanning
Online-Zugang:https://doi.org/10.1111/2041-210X.13981
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