A hybrid attention deep learning network for refined segmentation of cracks from shield tunnel lining images

This research developed a hybrid position-channel network (named PCNet) through incorporating newly designed channel and position attention modules into U-Net to alleviate the crack discontinuity problem in channel and spatial dimensions. In PCNet, the U-Net is used as a baseline to extract informat...

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Bibliographic Details
Main Authors: Shuai Zhao, Guokai Zhang, Dongming Zhang, Daoyuan Tan, Hongwei Huang
Format: Article
Language:English
Published: Elsevier 2023-12-01
Series:Journal of Rock Mechanics and Geotechnical Engineering
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S1674775523001117