Pavement Distress Detection Using Three-Dimension Ground Penetrating Radar and Deep Learning

Three-dimensional ground penetrating radar (3D GPR) is a non-destructive examination technology for pavement distress detection, for which its horizontal plane images provide a unique perspective for the task. However, a 3D GPR collects thousands of horizontal plane images per kilometer of the inves...

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Bibliographic Details
Published in:Applied sciences 2022-06, Vol.12 (11), p.5738
Main Authors: Yang, Jiangang, Ruan, Kaiguo, Gao, Jie, Yang, Shenggang, Zhang, Lichao
Format: Article
Language:English
Subjects:
3D GPR
Accuracy
Asphalt pavements
Classification
Cracks
Deep learning
distress recognition and localization
horizontal radar images
Localization
Machine learning
Methods
Neural networks
Roads & highways
Sensors
Software
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