Deep learning-based data analytics for safety in construction

Deep Learning-Based Applications for Safety Management in the AEC Industry: A Review

(2021) Lei Hou et al.   Applied Sciences-Basel

Temporal image analytics for abnormal construction activity identification

(2021) Zi-Hao Lin et al.   AUTOMATION IN CONSTRUCTION

Video2Entities: A computer vision-based entity extraction framework for updating the architecture, engineering and construction industry knowledge graphs

(2021) Zaolin Pan et al.   AUTOMATION IN CONSTRUCTION

Proactive proximity monitoring with instance segmentation and unmanned aerial vehicle‐acquired video‐frame prediction

(2021) Seongdeok Bang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Active learning with missing values considering imputation uncertainty

(2021) Jongmin Han et al.   KNOWLEDGE-BASED SYSTEMS

Deep-learning-based visual data analytics for smart construction management

(2021) Aritra Pal et al.   AUTOMATION IN CONSTRUCTION

Computer vision‐based recognition of 3D relationship between construction entities for monitoring struck‐by accidents

(2020) Xuzhong Yan et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Automated text classification of near-misses from safety reports: An improved deep learning approach

(2020) Weili Fang et al.   ADVANCED ENGINEERING INFORMATICS

Deep learning for site safety: Real-time detection of personal protective equipment

(2020) Nipun D. Nath et al.   AUTOMATION IN CONSTRUCTION

Deep learning and network analysis: Classifying and visualizing accident narratives in construction

(2020) Botao Zhong et al.   AUTOMATION IN CONSTRUCTION

Automated crack evaluation of a high-rise bridge pier using a ring-type climbing robot

(2020) Keunyoung Jang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Crack Detection and Segmentation Using Deep Learning with 3D Reality Mesh Model for Quantitative Assessment and Integrated Visualization

(2020) Rony Kalfarisi et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Ontology-Based Semantic Modeling of Knowledge in Construction: Classification and Identification of Hazards Implied in Images

(2020) Botao Zhong et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Real-time smart video surveillance to manage safety: A case study of a transport mega-project

(2020) Hanbin Luo et al.   ADVANCED ENGINEERING INFORMATICS

Precision versus intelligence: Autonomous supporting pressure balance control for slurry shield tunnel boring machines

(2020) Yakun Zhang et al.   AUTOMATION IN CONSTRUCTION

Detecting safety helmet wearing on construction sites with bounding‐box regression and deep transfer learning

(2020) Jie Shen et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Vision-Based Construction Worker Activity Analysis Informed by Body Posture

(2020) Dominic Roberts et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Residual Strength Evaluation of Corroded Textile-Reinforced Concrete by the Deep Learning-Based Method

(2020) Wei Wang et al.   Materials

Hazard analysis: A deep learning and text mining framework for accident prevention

(2020) Botao Zhong et al.   ADVANCED ENGINEERING INFORMATICS

Automatically learning construction injury precursors from text

(2020) Henrietta Baker et al.   AUTOMATION IN CONSTRUCTION

Automated pavement crack detection and segmentation based on two‐step convolutional neural network

(2020) Jingwei Liu et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Automated sewer pipe defect tracking in CCTV videos based on defect detection and metric learning

(2020) Mingzhu Wang et al.   AUTOMATION IN CONSTRUCTION

Towards database-free vision-based monitoring on construction sites: A deep active learning approach

(2020) Jinwoo Kim et al.   AUTOMATION IN CONSTRUCTION

Human-object interaction recognition for automatic construction site safety inspection

(2020) Shuai Tang et al.   AUTOMATION IN CONSTRUCTION

Development of an Image Data Set of Construction Machines for Deep Learning Object Detection

(2020) Bo Xiao et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

A Survey of the Usages of Deep Learning for Natural Language Processing

(2020) Daniel W. Otter et al.   IEEE Transactions on Neural Networks and Learning Systems

A deep learning-based approach for mitigating falls from height with computer vision: Convolutional neural network

(2019) Weili Fang et al.   ADVANCED ENGINEERING INFORMATICS

Encoder-decoder network for pixel-level road crack detection in black-box images

(2019) Seongdeok Bang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A review of building information modeling (BIM) and the internet of things (IoT) devices integration: Present status and future trends

(2019) Shu Tang et al.   AUTOMATION IN CONSTRUCTION

Patch-Based Crack Detection in Black Box Images Using Convolutional Neural Networks

(2019) Somin Park et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Estimating Compressive Strength of Concrete Using Deep Convolutional Neural Networks with Digital Microscope Images

(2019) Youjin Jang et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Concrete crack detection using context‐aware deep semantic segmentation network

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

The nature and severity of workplace injuries in construction: engendering operational benchmarking

(2019) Peter E. D. Love et al.   ERGONOMICS

Hybrid Recommendation Approach for Behavior Modification in the Chinese Construction Industry

(2019) Shengyu Guo et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Dynamic prediction for attitude and position in shield tunneling: A deep learning method

(2019) Cheng Zhou et al.   AUTOMATION IN CONSTRUCTION

End-to-end vision-based detection, tracking and activity analysis of earthmoving equipment filmed at ground level

(2019) Dominic Roberts et al.   AUTOMATION IN CONSTRUCTION

Quasi-autonomous bolt-loosening detection method using vision-based deep learning and image processing

(2019) Thanh-Canh Huynh et al.   AUTOMATION IN CONSTRUCTION

Real-Time Vision-Based Warning System for Prevention of Collisions between Workers and Heavy Equipment

(2019) Hyojoo Son et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

Onsite video mining for construction hazards identification with visual relationships

(2019) Ruoxin Xiong et al.   ADVANCED ENGINEERING INFORMATICS

Road pothole extraction and safety evaluation by integration of point cloud and images derived from mobile mapping sensors

(2019) Hangbin Wu et al.   ADVANCED ENGINEERING INFORMATICS

Automatic detection of hardhats worn by construction personnel: A deep learning approach and benchmark dataset

(2019) Jixiu Wu et al.   AUTOMATION IN CONSTRUCTION

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

(2019) Fujia Wei et al.   AUTOMATION IN CONSTRUCTION

Mapping computer vision research in construction: Developments, knowledge gaps and implications for research

(2019) Botao Zhong 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

Structural health monitoring using extremely compressed data through deep learning

(2019) Mohsen Azimi et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Wearable Sensing Technology Applications in Construction Safety and Health

(2019) Changbum R. Ahn et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Computer vision for behaviour-based safety in construction: A review and future directions

(2019) Weili Fang et al.   ADVANCED ENGINEERING INFORMATICS

Computer vision applications in construction safety assurance

(2019) Weili Fang et al.   AUTOMATION IN CONSTRUCTION

Real‐time crack assessment using deep neural networks with wall‐climbing unmanned aerial system

(2019) Shang Jiang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Vibration‐based semantic damage segmentation for large‐scale structural health monitoring

(2019) Seyed Omid Sajedi et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Deep learning for data anomaly detection and data compression of a long‐span suspension bridge

(2019) FuTao Ni et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Man against machine: diagnostic performance of a deep learning convolutional neural network for dermoscopic melanoma recognition in comparison to 58 dermatologists

(2018) H A Haenssle et al.   ANNALS OF ONCOLOGY

Computer vision aided inspection on falling prevention measures for steeplejacks in an aerial environment

(2018) Qi Fang et al.   AUTOMATION IN CONSTRUCTION

Automated defect classification in sewer closed circuit television inspections using deep convolutional neural networks

(2018) Srinath S. Kumar et al.   AUTOMATION IN CONSTRUCTION

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

(2018) Qi Fang et al.   AUTOMATION IN CONSTRUCTION

Wearable technology for personalized construction safety monitoring and trending: Review of applicable devices

(2018) Ibukun Awolusi 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

Autonomous UAVs for Structural Health Monitoring Using Deep Learning and an Ultrasonic Beacon System with Geo-Tagging

(2018) Dongho Kang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Cyber-physical-system-based safety monitoring for blind hoisting with the internet of things: A case study

(2018) Cheng Zhou et al.   AUTOMATION IN CONSTRUCTION

Capturing and Understanding Workers’ Activities in Far-Field Surveillance Videos with Deep Action Recognition and Bayesian Nonparametric Learning

(2018) Xiaochun Luo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A guide to deep learning in healthcare

(2018) Andre Esteva et al.   NATURE MEDICINE

Remote proximity monitoring between mobile construction resources using camera-mounted UAVs

(2018) Daeho Kim et al.   AUTOMATION IN CONSTRUCTION

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

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

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

Deep learning

(2015) Yann LeCun et al.   NATURE

Proactive behavior-based safety management for construction safety improvement

(2015) Heng Li et al.   SAFETY SCIENCE

Comparative Study of Motion Features for Similarity-Based Modeling and Classification of Unsafe Actions in Construction

(2013) SangUk Han et al.   JOURNAL OF COMPUTING IN CIVIL ENGINEERING

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING