Automatic pavement crack segmentation using a generative adversarial network (GAN)-based convolutional neural network

Automatic pavement crack segmentation using a generative adversarial network (GAN)-based convolutional neural network

Due to the increasing demand on road maintenance around the whole world, advanced techniques have been developed to automatically detect and segment pavement cracks. However, most of methods suffer from background noise or fail in fine crack segmentation. This paper proposes a generative adversarial...

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Bibliographic Details
Main Authors: Zhihao Pan, Stephen L.H. Lau, Xu Yang, Ningqun Guo, Xin Wang
Format: Article
Language:English
Published: Elsevier 2023-09-01
Series:Results in Engineering
Subjects:
Transportation safety
Pavement crack segmentation
Deep learning
Generative adversarial network (GAN)
Fully convolutional network
Online Access:http://www.sciencedirect.com/science/article/pii/S2590123023003948

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http://www.sciencedirect.com/science/article/pii/S2590123023003948

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