HSRoadNet: Hard-Swish Activation Function and Improved Squeeze–Excitation Module Network for Road Extraction Using Satellite Remote Sensing Imagery

HSRoadNet: Hard-Swish Activation Function and Improved Squeeze–Excitation Module Network for Road Extraction Using Satellite Remote Sensing Imagery

Road information plays an essential role in many fields. To prevent failed extraction of heterogeneous regions, fracture of extracted roads and others resulted from vehicles and trees when using very high resolution remote sensing images; a remote sensing image road extraction method based on Hard-S...

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Bibliographic Details
Main Authors: Xunqiang Gong, Yingjie Ma, Ailong Ma, Zhaoyang Hou, Meng Zhang, Yanfei Zhong
Format: Article
Language:English
Published: IEEE 2025-01-01
Series:IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Subjects:
Activation function
improved squeeze-excitation (SE) module
normalization layer
road extraction of remote sensing image
RoadNet
Online Access:https://ieeexplore.ieee.org/document/10850767/
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https://ieeexplore.ieee.org/document/10850767/

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