Crack detection of concrete structures using deep convolutional neural networks optimized by enhanced chicken swarm algorithm

Y Yu, M Rashidi, B Samali… - Structural Health …, 2022 - journals.sagepub.com
With the rapid increase of ageing infrastructures worldwide, effective and robust inspection
techniques are highly demanding to evaluate structural conditions and residual lifetime. The …

Image‐based concrete crack detection using convolutional neural network and exhaustive search technique

S Li, X Zhao - Advances in civil engineering, 2019 - Wiley Online Library
Crack detection is important for the inspection and evaluation during the maintenance of
concrete structures. However, conventional image‐based methods need extract crack …

Vision-based automated crack detection using convolutional neural networks for condition assessment of infrastructure

AS Rao, T Nguyen, M Palaniswami… - Structural Health …, 2021 - journals.sagepub.com
With the growing number of aging infrastructure across the world, there is a high demand for
a more effective inspection method to assess its conditions. Routine assessment of structural …

Deep learning‐based crack damage detection using convolutional neural networks

YJ Cha, W Choi, O Büyüköztürk - Computer‐Aided Civil and …, 2017 - Wiley Online Library
A number of image processing techniques (IPTs) have been implemented for detecting civil
infrastructure defects to partially replace human‐conducted onsite inspections. These IPTs …

Vision-based concrete crack detection using a hybrid framework considering noise effect

Y Yu, B Samali, M Rashidi, M Mohammadi… - Journal of Building …, 2022 - Elsevier
Diagnosing surface cracks of concrete structures has been a critical aspect of assessing
structural integrity. Existing diagnosis technologies are time-consuming, subjective, and …

Structural crack detection using deep learning–based fully convolutional networks

XW Ye, T Jin, PY Chen - advances in structural engineering, 2019 - journals.sagepub.com
Cracks are a potential threat to the safety and endurance of civil infrastructures, and
therefore, careful and regular structural crack inspection is needed during their long-term …

Crack detection in concrete structures using deep learning

VP Golding, Z Gharineiat, HS Munawar, F Ullah - Sustainability, 2022 - mdpi.com
Infrastructure, such as buildings, bridges, pavement, etc., needs to be examined periodically
to maintain its reliability and structural health. Visual signs of cracks and depressions …

Automatic pixel‐level crack detection and evaluation of concrete structures using deep learning

W Zhao, Y Liu, J Zhang, Y Shao… - Structural Control and …, 2022 - Wiley Online Library
To achieve effective inspection of reinforced concrete structures, a smart solution to obtain
quantitative crack information automatically from inspection is essential. Therefore, a novel …

Surface crack detection using deep learning with shallow CNN architecture for enhanced computation

B Kim, N Yuvaraj, KR Sri Preethaa… - Neural Computing and …, 2021 - Springer
Surface cracks on the concrete structures are a key indicator of structural safety and
degradation. To ensure the structural health and reliability of the buildings, frequent structure …

Artificial neural network-based automated crack detection and analysis for the inspection of concrete structures

JJ Kim, AR Kim, SW Lee - Applied Sciences, 2020 - mdpi.com
The damage investigation and inspection methods for infrastructures performed in small-
scale (type III) facilities usually involve a visual examination by an inspector using surveying …