Advances in computer vision-based civil infrastructure inspection and monitoring

BF Spencer Jr, V Hoskere, Y Narazaki - Engineering, 2019 - Elsevier
Computer vision techniques, in conjunction with acquisition through remote cameras and
unmanned aerial vehicles (UAVs), offer promising non-contact solutions to civil infrastructure …

Evaluation of deep learning approaches based on convolutional neural networks for corrosion detection

DJ Atha, MR Jahanshahi - Structural Health Monitoring, 2018 - journals.sagepub.com
Corrosion is a major defect in structural systems that has a significant economic impact and
can pose safety risks if left untended. Currently, an inspector visually assesses the condition …

On the use of robots and vision technologies for the inspection of vessels: A survey on recent advances

F Bonnin-Pascual, A Ortiz - Ocean Engineering, 2019 - Elsevier
Vessels are widely used for transporting goods around the world. All cargo vessels are
affected by two main defective situations, namely cracks and corrosion. To prevent major …

Visual inspection and characterization of external corrosion in pipelines using deep neural network

BT Bastian, N Jaspreeth, SK Ranjith, CV Jiji - NDT & E International, 2019 - Elsevier
In this paper, we proposed a computer vision based approach to detect corrosion in water,
oil and gas pipelines. For this, we created a dataset containing more than 140,000 optical …

Detection of rust defects on steel bridge coatings via digital image recognition

KW Liao, YT Lee - Automation in Construction, 2016 - Elsevier
One of the major expenses for steel structures is the anti-corrosion maintenance tasks. The
maintenance of a steel structure depends on regular inspections, and visual inspections are …

Semantic deep learning integrated with RGB feature-based rule optimization for facility surface corrosion detection and evaluation

A Rahman, ZY Wu, R Kalfarisi - Journal of Computing in Civil …, 2021 - ascelibrary.org
Over the last few years, convolutional neural networks (CNNs) have been applied to detect
corrosion in images. Unfortunately, the corrosion is detected in bounding boxes, without …

A survey of computer vision based corrosion detection approaches

SK Ahuja, MK Shukla - … Technology for Intelligent Systems (ICTIS 2017) …, 2018 - Springer
There are various destructive as well as non-destructive techniques available to detect
corrosion in metallic surfaces. Digital Image Processing is widely being used for the …

Steel bridge corrosion inspection with combined vision and thermographic images

H Jin Lim, S Hwang, H Kim… - Structural Health …, 2021 - journals.sagepub.com
In this study, a faster region-based convolutional neural network is constructed and applied
to the combined vision and thermographic images for automated detection and classification …

Image-Based Corrosion Detection in Ancillary Structures

A Das, E Ichi, S Dorafshan - Infrastructures, 2023 - mdpi.com
Ancillary structures are essential for highways' safe operationality but are mainly prone to
environmental corrosion. The traditional way of inspecting ancillary structures is manned …

Application of artificial intelligence (AI) in the area of corrosion protection

Z Lin, W Zhang, J Li, J Yang, B Han… - Anti-Corrosion Methods …, 2023 - emerald.com
Purpose As a common form of failure in industry, corrosion causes huge economic losses. At
present, with the development of computational techniques, artificial intelligence (AI) is …