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High-precision segmentation and quantification of tunnel lining crack using an improved DeepLabV3+

Zhutian Pan Xuepeng Zhang Yujing Jiang Bo Li Naser Golsanami Hang Su Yue Cai

地下空间(英文)2025,Vol.22Issue(3):96-109,14.
地下空间(英文)2025,Vol.22Issue(3):96-109,14.DOI:10.1016/j.undsp.2024.10.002

High-precision segmentation and quantification of tunnel lining crack using an improved DeepLabV3+

High-precision segmentation and quantification of tunnel lining crack using an improved DeepLabV3+

Zhutian Pan 1Xuepeng Zhang 2Yujing Jiang 3Bo Li 4Naser Golsanami 2Hang Su 5Yue Cai6

作者信息

  • 1. State Key Laboratory of Strata Intelligent Control and Green Mining Co-founded by Shandong Province and the Ministry of Science and Technology,Shandong University of Science and Technology,Qingdao 266590,China||College of Safety and Environmental Engineering,Shandong University of Science and Technology,Qingdao 266590,China
  • 2. State Key Laboratory of Strata Intelligent Control and Green Mining Co-founded by Shandong Province and the Ministry of Science and Technology,Shandong University of Science and Technology,Qingdao 266590,China||College of Energy and Mining Engineering,Shandong University of Science and Technology,Qingdao 266590,China
  • 3. State Key Laboratory of Strata Intelligent Control and Green Mining Co-founded by Shandong Province and the Ministry of Science and Technology,Shandong University of Science and Technology,Qingdao 266590,China||School of Engineering,Nagasaki University,Nagasaki 8528521,Japan
  • 4. College of Civil Engineering,Tongji University,Shanghai 200092,China
  • 5. College of Electrical Engineering and Automation,Shandong University of Science and Technology,Qingdao 266590,China
  • 6. Fukumichi Limited Liability Company,Fukuoka 813-0041,Japan
  • 折叠

摘要

关键词

Tunnel lining/Deep learning/Surface crack/DeepLabV3+

Key words

Tunnel lining/Deep learning/Surface crack/DeepLabV3+

引用本文复制引用

Zhutian Pan,Xuepeng Zhang,Yujing Jiang,Bo Li,Naser Golsanami,Hang Su,Yue Cai..High-precision segmentation and quantification of tunnel lining crack using an improved DeepLabV3+[J].地下空间(英文),2025,22(3):96-109,14.

基金项目

This work was funded by the National Natural Science Foundation of China(Grant No.52109132),and Shan-dong Provincial Natural Science Foundation(Grant No.ZR2020QE270). (Grant No.52109132)

地下空间(英文)

2096-2754

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