Automatic pixel‐level multiple damage detection of concrete structure using fully convolutional network
S Li, X Zhao, G Zhou - Computer‐Aided Civil and Infrastructure …, 2019 - Wiley Online Library
Deep learning‐based structural damage detection methods overcome the limitation of
inferior adaptability caused by extensively varying real‐world situations (eg, lighting and …
inferior adaptability caused by extensively varying real‐world situations (eg, lighting and …
Autonomous structural visual inspection using region‐based deep learning for detecting multiple damage types
Computer vision‐based techniques were developed to overcome the limitations of visual
inspection by trained human resources and to detect structural damage in images remotely …
inspection by trained human resources and to detect structural damage in images remotely …
Deep learning‐based crack damage detection using convolutional neural networks
A number of image processing techniques (IPTs) have been implemented for detecting civil
infrastructure defects to partially replace human‐conducted onsite inspections. These IPTs …
infrastructure defects to partially replace human‐conducted onsite inspections. These IPTs …
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 …
quantitative crack information automatically from inspection is essential. Therefore, a novel …
Vision-based automated crack detection using convolutional neural networks for condition assessment of infrastructure
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 …
a more effective inspection method to assess its conditions. Routine assessment of structural …
Image‐based post‐disaster inspection of reinforced concrete bridge systems using deep learning with Bayesian optimization
X Liang - Computer‐Aided Civil and Infrastructure Engineering, 2019 - Wiley Online Library
Many bridge structures, one of the most critical components in transportation infrastructure
systems, exhibit signs of deteriorations and are approaching or beyond the initial design …
systems, exhibit signs of deteriorations and are approaching or beyond the initial design …
Automatic crack detection and measurement of concrete structure using convolutional encoder-decoder network
S Li, X Zhao - IEEE Access, 2020 - ieeexplore.ieee.org
The detection and measurement of crack at pixel level is a challenge to existing methods. To
overcome this challenge, this paper proposes a convolutional encoder-decoder network …
overcome this challenge, this paper proposes a convolutional encoder-decoder network …
Robust pixel-level crack detection using deep fully convolutional neural networks
This paper introduces the idea of using deep fully convolutional neural networks for pixel-
level defect detection in concrete infrastructure systems. Although coarse patch-level deep …
level defect detection in concrete infrastructure systems. Although coarse patch-level deep …
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 …
therefore, careful and regular structural crack inspection is needed during their long-term …
HDCB-Net: A neural network with the hybrid dilated convolution for pixel-level crack detection on concrete bridges
W Jiang, M Liu, Y Peng, L Wu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Crack detection on concrete bridges is a critical task to ensure bridge safety. However, many
cracks on concrete bridges show low contrast and blurry edges in practice, which brings …
cracks on concrete bridges show low contrast and blurry edges in practice, which brings …