A Novel LiDAR Data Classification Algorithm Combined CapsNet with ResNet

LiDAR data contain feature information such as the height and shape of the ground target and play an important role for land classification. The effect of convolutional neural network (CNN) for feature extraction on LiDAR data is very significant, however CNN cannot resolve the spatial relationship...

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Bibliografiske detaljer
Main Authors: Aili Wang, Minhui Wang, Haibin Wu, Kaiyuan Jiang, Yuji Iwahori
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2020-02-01
Serier:Sensors
Fag:
image classification
deep learning
convolutional neural network (cnn)
residual network (resnet)
capsule network (capsnet)
Online adgang:https://www.mdpi.com/1424-8220/20/4/1151
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