CNN-Based Individual Tree Species Classification Using High-Resolution Satellite Imagery and Airborne LiDAR Data

Deep learning (DL) has shown promising performances in various remote sensing applications as a powerful tool. To explore the great potential of DL in improving the accuracy of individual tree species (ITS) classification, four convolutional neural network models (ResNet-18, ResNet-34, ResNet-50, an...

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Bibliographic Details
Main Authors: Hui Li, Baoxin Hu, Qian Li, Linhai Jing
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Forests
Subjects:
Online Access:https://www.mdpi.com/1999-4907/12/12/1697