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Structure and Infrastructure Engineering
Maintenance, Management, Life-Cycle Design and Performance
Volume 18, 2022 - Issue 2
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Research Article

Deep learning-based instance segmentation of cracks from shield tunnel lining images

Hongwei HuangKey Laboratory of Geotechnical and Underground Engineering of Minister of Education and Department of Geotechnical Engineering, Tongji University, Shanghai, ChinaView further author information
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Shuai ZhaoKey Laboratory of Geotechnical and Underground Engineering of Minister of Education and Department of Geotechnical Engineering, Tongji University, Shanghai, ChinaView further author information
,
Dongming ZhangKey Laboratory of Geotechnical and Underground Engineering of Minister of Education and Department of Geotechnical Engineering, Tongji University, Shanghai, ChinaCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0001-7652-1919View further author information
ORCID Icon &
Jiayao ChenKey Laboratory of Geotechnical and Underground Engineering of Minister of Education and Department of Geotechnical Engineering, Tongji University, Shanghai, ChinaView further author information
Pages 183-196 | Received 22 Aug 2019, Accepted 31 Jul 2020, Published online: 03 Nov 2020

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Parisa Setayesh Valipour, Amir Golroo, Afarin Kheirati, Mohammadsadegh Fahmani & Mohammad Javad Amani. Automatic pavement distress severity detection using deep learning. Road Materials and Pavement Design 0:0, pages 1-17.
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Articles from other publishers (22)

Shi Jin Feng, Yong Feng, Xiao Lei Zhang & Yi Han Chen. (2023) Deep learning with visual explanations for leakage defect segmentation of metro shield tunnel. Tunnelling and Underground Space Technology 136, pages 105107.
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Zhengfang Wang, Qingmei Sui, Wei Guo, Jiaqi Zhang, Zhenpeng Li, Yujie Yang, Yiheng Shang, Lilin Zang & Shaohuai Yu. (2023) Deep learning based distortion restoration and defect segmentation from linear scanning camera images. Measurement Science and Technology 34:5, pages 055402.
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Jin Kim, Seungbo Shim, Seok-Jun Kang & Gye-Chun Cho. (2023) Learning Structure for Concrete Crack Detection Using Robust Super-Resolution with Generative Adversarial Network. Structural Control and Health Monitoring 2023, pages 1-16.
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Shuai Zhao, Guokai Zhang, Dongming Zhang, Daoyuan Tan & Hongwei Huang. (2023) A hybrid attention deep learning network for refined segmentation of cracks from shield tunnel lining images. Journal of Rock Mechanics and Geotechnical Engineering.
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Haodong Cheng, Yijing Li, Huokun Li & Qiang Hu. (2023) Embankment crack detection in UAV images based on efficient channel attention U2Net. Structures 50, pages 430-443.
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Chenyu Zhang, Muhammad Monjurul Karim & Ruwen Qin. (2023) A Multitask Deep Learning Model for Parsing Bridge Elements and Segmenting Defect in Bridge Inspection Images. Transportation Research Record: Journal of the Transportation Research Board, pages 036119812311554.
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Wenlong Ye, Juanjuan Ren, Allen A. Zhang & Chunfang Lu. (2023) Automatic pixel‐level crack detection with multi‐scale feature fusion for slab tracks. Computer-Aided Civil and Infrastructure Engineering.
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Seungbo Shim, Seong‐Won Lee, Gye‐Chun Cho, Jin Kim & Sung‐Mo Kang. (2023) Remote robotic system for 3D measurement of concrete damage in tunnel with ground vehicle and manipulator. Computer-Aided Civil and Infrastructure Engineering.
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Kisu Lee, Sanghyo Lee & Ha Young Kim. (2023) Deep Learning-Based Defect Detection Framework for Ultra High Resolution Images of Tunnels. Sustainability 15:2, pages 1292.
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Aohui Ouyang, Vanessa Di Murro, Martin Cull, Roddy Cunningham, John Andrew Osborne & Zili Li. (2023) Automated Pixel-Level Crack Monitoring System for Large-Scale Underground Infrastructure - a Case Study at Cern. SSRN Electronic Journal.
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Rodrigue Caron, Irène Londono, Lama Seoud & Isabelle Villemure. (2023) Segmentation of trabecular bone microdamage in Xray microCT images using a two-step deep learning method. Journal of the Mechanical Behavior of Biomedical Materials 137, pages 105540.
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Yang He, Zihan Jin, Jiqiao Zhang, Shuai Teng, Gongfa Chen, Xiaoli Sun & Fangsen Cui. (2022) Pavement Surface Defect Detection Using Mask Region-Based Convolutional Neural Networks and Transfer Learning. Applied Sciences 12:15, pages 7364.
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Deepa Joshi, Thipendra P. Singh & Gargeya Sharma. (2022) Automatic surface crack detection using segmentation-based deep-learning approach. Engineering Fracture Mechanics 268, pages 108467.
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Mida Cui, Gang Wu, Ji Dang, ZhiQiang Chen & Minghua Zhou. (2022) Deep learning-based condition assessment for bridge elastomeric bearings. Journal of Civil Structural Health Monitoring 12:2, pages 245-261.
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Mengbo Liu, Shaoming Liao, Yifeng Yang, Yanqing Men, Junzuo He & Yongliang Huang. (2021) Tunnel boring machine vibration-based deep learning for the ground identification of working faces. Journal of Rock Mechanics and Geotechnical Engineering 13:6, pages 1340-1357.
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Xing Zhu, Jian Chu, Kangda Wang, Shifan Wu, Wei Yan & Kiefer Chiam. (2021) Prediction of rockhead using a hybrid N-XGBoost machine learning framework. Journal of Rock Mechanics and Geotechnical Engineering 13:6, pages 1231-1245.
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Junbo Sun, Yongzhi Ma, Jianxin Li, Junfei Zhang, Zhenhua Ren & Xiangyu Wang. (2021) Machine learning-aided design and prediction of cementitious composites containing graphite and slag powder. Journal of Building Engineering 43, pages 102544.
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Hongqiao Li, Xiongyao Xie, Yonglai Zhang & Qiang Wang. (2021) Theoretical, Numerical, and Experimental Study on the Identification of Subway Tunnel Structural Damage Based on the Moving Train Dynamic Response. Sensors 21:21, pages 7197.
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Yuping Feng, Masoud Mohammadi, Lifeng Wang, Maria Rashidi & Peyman Mehrabi. (2021) Application of Artificial Intelligence to Evaluate the Fresh Properties of Self-Consolidating Concrete. Materials 14:17, pages 4885.
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Mingliang Zhou, Wen Cheng, Hongwei Huang & Jiayao Chen. (2021) A Novel Approach to Automated 3D Spalling Defects Inspection in Railway Tunnel Linings Using Laser Intensity and Depth Information. Sensors 21:17, pages 5725.
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Shuai Zhao, Mahdi Shadabfar, Dongming Zhang, Jiayao Chen & Hongwei Huang. (2021) Deep learning‐based classification and instance segmentation of leakage‐area and scaling images of shield tunnel linings. Structural Control and Health Monitoring 28:6.
Crossref
Yaser Heidari, Mohammad Arefi & Mohsen Irani-Rahaghi. (2021) Free Vibration Analysis of Cylindrical Micro/Nano-Shell Reinforced with CNTRC Patches. International Journal of Applied Mechanics 13:04, pages 2150040.
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