Image-based post-disaster inspection of reinforced concrete bridge systems using deep learning with Bayesian optimization

Deep Transfer Learning for Image-Based Structural Damage Recognition

(2018) Yuqing Gao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep Learning for Accelerated Seismic Reliability Analysis of Transportation Networks

(2018) Mohammad Amin Nabian et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Unified Vision-Based Methodology for Simultaneous Concrete Defect Detection and Geolocalization

(2018) Ruoxing Li et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A Fast Detection Method via Region-Based Fully Convolutional Neural Networks for Shield Tunnel Lining Defects

(2018) Yadong Xue et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A novel unsupervised deep learning model for global and local health condition assessment of structures

(2018) Mohammad Hossein Rafiei et al.   ENGINEERING STRUCTURES

SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation

(2017) Vijay Badrinarayanan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks

(2017) Shaoqing Ren et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Layer multiplexing FPGA implementation for deep back-propagation learning

(2017) Francisco Ortega-Zamorano et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Image recognition with deep neural networks in presence of noise – Dealing with and taking advantage of distortions

(2017) Michał Koziarski et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks

(2017) Osama Abdeljaber et al.   JOURNAL OF SOUND AND VIBRATION

Experimental validation of cost-effective vision-based structural health monitoring

(2017) Dongming Feng et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A novel machine learning-based algorithm to detect damage in high-rise building structures

(2017) Mohammad Hossein Rafiei et al.   STRUCTURAL DESIGN OF TALL AND SPECIAL BUILDINGS

What Makes for Effective Detection Proposals?

(2016) Jan Hosang et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Target-free approach for vision-based structural system identification using consumer-grade cameras

(2016) Hyungchul Yoon et al.   Structural Control & Health Monitoring

A review on computer vision based defect detection and condition assessment of concrete and asphalt civil infrastructure

(2015) Christian Koch et al.   ADVANCED ENGINEERING INFORMATICS

Vision-Based Automated Crack Detection for Bridge Inspection

(2015) Chul Min Yeum et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Achievements and Challenges in Machine Vision-Based Inspection of Large Concrete Structures

(2014) C. Koch et al.   ADVANCES IN STRUCTURAL ENGINEERING

Segment-Based Classification of Damaged Building Roofs in Aerial Laser Scanning Data

(2013) Kourosh Khoshelham et al.   IEEE Geoscience and Remote Sensing Letters

Selective Search for Object Recognition

(2013) J. R. R. Uijlings et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Image-Based Automated 3D Crack Detection for Post-disaster Building Assessment

(2013) Matthew M. Torok et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Rapid entropy-based detection and properties measurement of concrete spalling with machine vision for post-earthquake safety assessments

(2012) Stephanie German et al.   ADVANCED ENGINEERING INFORMATICS

Visual retrieval of concrete crack properties for automated post-earthquake structural safety evaluation

(2011) Zhenhua Zhu et al.   AUTOMATION IN CONSTRUCTION

Concrete Column Recognition in Images and Videos

(2010) Zhenhua Zhu et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

The Pascal Visual Object Classes (VOC) Challenge

(2009) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Fast crack detection method for large-size concrete surface images using percolation-based image processing

(2009) Tomoyuki Yamaguchi et al.   MACHINE VISION AND APPLICATIONS

A survey and evaluation of promising approaches for automatic image-based defect detection of bridge structures

(2008) Mohammad R. Jahanshahi et al.   Structure and Infrastructure Engineering