The existing deep learning-based Personal Protective Equipment (PPE) detectors can only detect limited types of PPE and their performance needs to be improved, particularly for their deployment on … [Read more...] about Fast Personal Protective Equipment Detection for Real Construction Sites Using Deep Learning Approaches
Machine Learning
Informing the Work Zone Safety Policy Analysis: Reconciling Multivariate Prediction and Artificial Neural Network Modeling
Work zone safety, as an issue requiring complex solutions and tech-driven investment, has been a major concern for transportation agencies and policymakers. To help decision-makers prioritize … [Read more...] about Informing the Work Zone Safety Policy Analysis: Reconciling Multivariate Prediction and Artificial Neural Network Modeling
A Smart System for Personal Protective Equipment Detection in Industrial Environments Based on Deep Learning at the Edge
Real-time object detection is currently used to automate various tasks in industrial environments. One of the most important tasks is to improve the safety of workers by monitoring the correct use of … [Read more...] about A Smart System for Personal Protective Equipment Detection in Industrial Environments Based on Deep Learning at the Edge
Real-Time Monitoring of Work-at-Height Safety Hazards in Construction Sites Using Drones and Deep Learning
The construction field is considered one of the most dangerous industries. Accidents and fatalities take place on a daily basis in construction projects. Globally, different levels of government have … [Read more...] about Real-Time Monitoring of Work-at-Height Safety Hazards in Construction Sites Using Drones and Deep Learning
A Methodology for Scheduling Within-Day Roadway Work Zones Using Deep Neural Networks and Active Learning
City infrastructure agencies routinely implement road projects that address various elements of urban infrastructure. The majority of these projects are short-term in nature (e.g., utility repair), as … [Read more...] about A Methodology for Scheduling Within-Day Roadway Work Zones Using Deep Neural Networks and Active Learning
Inferring Heterogeneous Treatment Effects of Work Zones on Crashes
The increasing number of work zone crashes has been a significant concern for road users, transportation agencies, and researchers. Crashes can be caused by work zones, and this effect changes across … [Read more...] about Inferring Heterogeneous Treatment Effects of Work Zones on Crashes