[HTML][HTML] The role of deep learning in urban water management: A critical review

G Fu, Y **, S Sun, Z Yuan, D Butler - Water Research, 2022 - Elsevier
Deep learning techniques and algorithms are emerging as a disruptive technology with the
potential to transform global economies, environments and societies. They have been …

Classification and analysis of deep learning applications in construction: A systematic literature review

R Khallaf, M Khallaf - Automation in construction, 2021 - Elsevier
In recent years, the construction industry has experienced an expansion in the multitude of
projects and emergent information. With the advent of deep learning, new opportunities …

Automatic defect detection of metro tunnel surfaces using a vision-based inspection system

D Li, Q **e, X Gong, Z Yu, J Xu, Y Sun… - Advanced Engineering …, 2021 - Elsevier
Due to the impact of the surrounding environment changes, train-induced vibration, and
human interference, damage to metro tunnel surfaces frequently occurs. Therefore …

Defect image sample generation with GAN for improving defect recognition

S Niu, B Li, X Wang, H Lin - IEEE Transactions on Automation …, 2020 - ieeexplore.ieee.org
This article aims to improve deep-learning-based surface defect recognition. Owing to the
insufficiency of the defect images in practical production lines and the high cost of labeling, it …

[HTML][HTML] Construction and maintenance of urban underground infrastructure with digital technologies

M Wang, X Yin - Automation in construction, 2022 - Elsevier
Urban underground infrastructure is a critical component in cities to provide essential
services to residents. Research efforts have been made to facilitate different activities of …

Recent advances in sensing and assessment of corrosion in sewage pipelines

S Foorginezhad, M Mohseni-Dargah… - Process Safety and …, 2021 - Elsevier
Corrosion is known as the gradual destruction of materials, leading to structural integrity loss
and deteriorates the surface function. Regarding sewage pipelines, corrosion is vital due to …

DefectTR: End-to-end defect detection for sewage networks using a transformer

LM Dang, H Wang, Y Li, TN Nguyen, H Moon - Construction and Building …, 2022 - Elsevier
The sanitary sewer is a crucial underground infrastructure of any country that collects
wastewater and carries it to the treatment plant. The damage triggered by various factors …

Surface defect detection of civil structures using images: Review from data perspective

J Guo, P Liu, B **ao, L Deng, Q Wang - Automation in Construction, 2024 - Elsevier
As civil structures age and deteriorate, it becomes crucial to conduct structural health
monitoring (SHM) to ensure safety and timely maintenance. Surface defect detection plays a …

Tiny defect detection in high-resolution aero-engine blade images via a coarse-to-fine framework

D Li, Y Li, Q **e, Y Wu, Z Yu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
This article studies the problem of aero-engine blade surface defect detection in large
images. The effective method for aero-engine blade surface inspection for this real …

[HTML][HTML] An automatic defect detection system for petrochemical pipeline based on cycle-gan and yolo v5

K Chen, H Li, C Li, X Zhao, S Wu, Y Duan, J Wang - Sensors, 2022 - mdpi.com
Defect detection of petrochemical pipelines is an important task for industrial production
safety. At present, pipeline defect detection mainly relies on closed circuit television method …