Surface defect detection of civil structures using images: Review from data perspective
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 …
monitoring (SHM) to ensure safety and timely maintenance. Surface defect detection plays a …
Incorporating sparse model machine learning in designing cultural heritage landscapes
Managing, protecting, and the evolutionary development of historical landscapes require
robust frameworks and processes for forming datasets and advanced decision support tools …
robust frameworks and processes for forming datasets and advanced decision support tools …
Long-standing themes and future prospects for the inspection and maintenance of façade falling objects from tall buildings
MYL Chew, VJL Gan - Sensors, 2022 - mdpi.com
The increasing number of accidents arising from falling objects from the façade of tall
buildings has attracted much attention globally. To regulators, a preventive approach based …
buildings has attracted much attention globally. To regulators, a preventive approach based …
Bayesian-optimized deep learning model to segment deterioration patterns underneath bridge decks photographed by unmanned aerial vehicle
In recent years, bridge collapses and fractures have occurred in various countries mostly
following a lack of inspection and maintenance. External inspection processes can be very …
following a lack of inspection and maintenance. External inspection processes can be very …
Informativeness‐guided active learning for deep learning–based façade defects detection
Annotation work is burdensome and challenging for developing a façade defects detector,
especially when the raw data set is large but not all useful. To alleviate the problem, this …
especially when the raw data set is large but not all useful. To alleviate the problem, this …
Attention‐guided multiscale neural network for defect detection in sewer pipelines
Sanitary sewer systems are major infrastructures in every modern city, which are essential in
protecting water pollution and preventing urban waterlogging. Since the conditions of sewer …
protecting water pollution and preventing urban waterlogging. Since the conditions of sewer …
Deep semantic segmentation for visual scene understanding of soil types
One of the state-of-the-art computer vision applications is scene understanding and visual
contextual awareness. Despite the numerous detection and classification-based studies, the …
contextual awareness. Despite the numerous detection and classification-based studies, the …
Optimized instance segmentation by super-resolution and maximal clique generation
I García-Aguilar, J García-González… - Integrated …, 2023 - content.iospress.com
The rise of surveillance systems has led to exponential growth in collected data, enabling
several advances in Deep Learning to exploit them and automate tasks for autonomous …
several advances in Deep Learning to exploit them and automate tasks for autonomous …
Implicit function‐based continuous representation for meticulous segmentation of cracks from high‐resolution images
High‐resolution (HR) crack images offer more detailed information for evaluating the
structural condition and formulating effective maintenance or rehabilitation plans. However …
structural condition and formulating effective maintenance or rehabilitation plans. However …
An automatic building façade deterioration detection system using infrared-visible image fusion and deep learning
P Wang, J Xiao, X Qiang, R Xiao, Y Liu, C Sun… - Journal of Building …, 2024 - Elsevier
Diverse building façade deteriorations occurring both externally and internally within the
materials have emerged as substantial challenges to the structural durability and the …
materials have emerged as substantial challenges to the structural durability and the …