A deep‐learning‐based computer vision solution for construction vehicle detection

Multi-stressor fatigue assessment of steel sign-support structures: A case study in Iowa

(2019) Saeed Arabi et al.   ENGINEERING STRUCTURES

Automated detection of workers and heavy equipment on construction sites: A convolutional neural network approach

(2018) Weili Fang et al.   ADVANCED ENGINEERING INFORMATICS

Detecting non-hardhat-use by a deep learning method from far-field surveillance videos

(2018) Qi Fang et al.   AUTOMATION IN CONSTRUCTION

Falls from heights: A computer vision-based approach for safety harness detection

(2018) Weili Fang et al.   AUTOMATION IN CONSTRUCTION

A deep hybrid learning model to detect unsafe behavior: Integrating convolution neural networks and long short-term memory

(2018) Lieyun Ding 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

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

Fatigue analysis of sign-support structures during transportation under road-induced excitations

(2018) Saeed Arabi et al.   ENGINEERING STRUCTURES

Detecting Construction Equipment Using a Region-Based Fully Convolutional Network and Transfer Learning

(2018) Hongjo Kim et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Traffic Congestion Detection from Camera Images using Deep Convolution Neural Networks

(2018) Pranamesh Chakraborty et al.   TRANSPORTATION RESEARCH RECORD

Towards efficient and objective work sampling: Recognizing workers' activities in site surveillance videos with two-stream convolutional networks

(2018) Xiaochun Luo et al.   AUTOMATION IN CONSTRUCTION

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

Investigation of fatigue in steel sign-support structures under diurnal temperature changes

(2018) Saeed Arabi et al.   JOURNAL OF CONSTRUCTIONAL STEEL RESEARCH

Autonomous concrete crack detection using deep fully convolutional neural network

(2018) Cao Vu Dung et al.   AUTOMATION IN CONSTRUCTION

Detection of construction workers under varying poses and changing background in image sequences via very deep residual networks

(2018) Hyojoo Son et al.   AUTOMATION IN CONSTRUCTION

LSTM: A Search Space Odyssey

(2017) Klaus Greff et al.   IEEE Transactions on Neural Networks and Learning Systems

Region-Based Convolutional Networks for Accurate Object Detection and Segmentation

(2016) Ross Girshick et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Vision-Based Automated Crack Detection for Bridge Inspection

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

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Deep learning

(2015) Yann LeCun et al.   NATURE

Transfer Learning for Visual Categorization: A Survey

(2015) Ling Shao et al.   IEEE Transactions on Neural Networks and Learning Systems

Signal Processing Techniques for Vibration-Based Health Monitoring of Smart Structures

(2014) Juan Pablo Amezquita-Sanchez et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

Automated 2D detection of construction equipment and workers from site video streams using histograms of oriented gradients and colors

(2013) Milad Memarzadeh et al.   AUTOMATION IN CONSTRUCTION

Automated Object Identification Using Optical Video Cameras on Construction Sites

(2010) Seokho Chi et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Web Crawling

(2010) Christopher Olston et al.   Foundations and Trends in Information Retrieval

The Pascal Visual Object Classes (VOC) Challenge

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