Simultaneous pixel-level concrete defect detection and grouping using a fully convolutional model

Uncertainty‐assisted deep vision structural health monitoring

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Hybrid pixel-level concrete crack segmentation and quantification across complex backgrounds using deep learning

(2020) Dongho Kang et al.   AUTOMATION IN CONSTRUCTION

Automatic pixel-level multiple damage detection of concrete structure using fully convolutional network

(2019) Shengyuan Li et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Advances in Computer Vision-Based Civil Infrastructure Inspection and Monitoring

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A unified convolutional neural network integrated with conditional random field for pipe defect segmentation

(2019) Mingzhu Wang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Image‐based concrete crack assessment using mask and region‐based convolutional neural network

(2019) Byunghyun Kim et al.   Structural Control & Health Monitoring

Computer vision-based concrete crack detection using U-net fully convolutional networks

(2019) Zhenqing Liu et al.   AUTOMATION IN CONSTRUCTION

Autonomous damage segmentation and measurement of glazed tiles in historic buildings via deep learning

(2019) Niannian Wang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Concrete crack detection with handwriting script interferences using faster region‐based convolutional neural network

(2019) Jianghua Deng et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Instance-level recognition and quantification for concrete surface bughole based on deep learning

(2019) Fujia Wei et al.   AUTOMATION IN CONSTRUCTION

Concrete bridge surface damage detection using a single‐stage detector

(2019) Chaobo Zhang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep-learning-based crack detection with applications for the structural health monitoring of gas turbines

(2019) Mahtab Mohtasham Khani et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

SDDNet: Real-Time Crack Segmentation

(2019) Wooram Choi et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

SeeBridge as next generation bridge inspection: Overview, Information Delivery Manual and Model View Definition

(2018) Rafael Sacks et al.   AUTOMATION IN CONSTRUCTION

Deep Transfer Learning for Image-Based Structural Damage Recognition

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

Road Damage Detection and Classification Using Deep Neural Networks with Smartphone Images

(2018) Hiroya Maeda 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

Automatic Pixel-Level Crack Detection and Measurement Using Fully Convolutional Network

(2018) Xincong Yang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

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

(2018) Xiao Liang   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep learning-based automatic volumetric damage quantification using depth camera

(2018) Gustavo H. Beckman et al.   AUTOMATION IN CONSTRUCTION

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

Review of Robotic Infrastructure Inspection Systems

(2017) David Lattanzi et al.   Journal of Infrastructure Systems

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

(2017) Deegan J Atha et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Bridge Information Modeling for Inspection and Evaluation

(2016) Brendan McGuire et al.   Journal of Bridge Engineering

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

Deep learning

(2015) Yann LeCun et al.   NATURE

Concrete Crack Detection by Multiple Sequential Image Filtering

(2011) Takafumi Nishikawa et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

The Pascal Visual Object Classes (VOC) Challenge

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