A Cross Entropy Based Deep Neural Network Model for Road Extraction from Satellite Images

This paper proposes a deep convolutional neural network model with encoder-decoder architecture to extract road network from satellite images. We employ ResNet-18 and Atrous Spatial Pyramid Pooling technique to trade off between the extraction precision and running time. A modified cross entropy los...

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Bibliographic Details
Main Authors: Bowei Shan, Yong Fang
Format: Article
Language:English
Published: MDPI AG 2020-05-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/22/5/535