A critical review and comparative study on image segmentation-based techniques for pavement crack detection

N Kheradmandi, V Mehranfar - Construction and Building Materials, 2022 - Elsevier
The prompt detection of early decay in the pavement could be an auspicious technique in
road maintenance. Admittedly, early crack detection allows preventive measures to be taken …

Review on computer vision-based crack detection and quantification methodologies for civil structures

J Deng, A Singh, Y Zhou, Y Lu, VCS Lee - Construction and Building …, 2022 - Elsevier
Computer vision-based crack analysis for civil infrastructure has become popular to
automatically process inspection imaging data for crack detection, localisation and …

Autonomous surface crack identification of concrete structures based on an improved one-stage object detection algorithm

P Wu, A Liu, J Fu, X Ye, Y Zhao - Engineering structures, 2022 - Elsevier
Abstract oncrete is a widely used material in the infrastructure system. However, this material
is susceptible to several factors that eventually create concrete cracks. Thus, accurately …

Pavement defect detection with deep learning: A comprehensive survey

L Fan, D Wang, J Wang, Y Li, Y Cao… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Pavement defect detection is of profound significance regarding road safety, so it has been a
trending research topic. In the past years, deep learning based methods have turned into a …

Revolutionizing concrete analysis: An in-depth survey of AI-powered insights with image-centric approaches on comprehensive quality control, advanced crack …

K Sarkar, A Shiuly, KG Dhal - Construction and Building Materials, 2024 - Elsevier
Over the last two decades, the integration of big data and deep learning technologies has
demonstrated remarkable effectiveness across various domains of civil engineering, leading …

Automated asphalt highway pavement crack detection based on deformable single shot multi-box detector under a complex environment

K Yan, Z Zhang - IEEE Access, 2021 - ieeexplore.ieee.org
Pavement cracks are severely affecting highway performance. Thus, implementing high-
precision highway pavement crack detection is important for highway maintenance …

Automated hyperparameter tuning for crack image classification with deep learning

ALC Ottoni, AM Souza, MS Novo - Soft Computing, 2023 - Springer
Deep learning methods have relevant applications in crack detection in buildings. However,
one of the challenges in this field is the hyperparameter tuning process for convolutional …

[HTML][HTML] Advanced industrial informatics towards smart, safe and sustainable roads: A state of the art

H Yao, Z Xu, Y Hou, Q Dong, P Liu, Z Ye, X Pei… - Journal of traffic and …, 2023 - Elsevier
The road is one of the most important civil infrastructures for serving society, where its
service quality and life have direct impacts on the safety and comfort of users. Therefore …

A grid‐based classification and box‐based detection fusion model for asphalt pavement crack

BL Li, Y Qi, JS Fan, YF Liu, C Liu - Computer‐Aided Civil and …, 2023 - Wiley Online Library
Crack identification is essential for the preventive maintenance of asphalt pavement.
Through periodic inspection, the characteristics of existing and emerging cracks can be …

Damage detection with image processing: A comparative study

M Crognale, M De Iuliis, C Rinaldi, V Gattulli - … and Engineering Vibration, 2023 - Springer
Large structures, such as bridges, highways, etc., need to be inspected to evaluate their
actual physical and functional condition, to predict future conditions, and to help decision …