Proper use of personal protective equipment (PPE) is key to minimizing injuries from accidents in construction sites. Past research has attempted at identifying PPE from digital images and videos. … [Read more...] about Deep Learning Detection of Personal Protective Equipment to Maintain Safety Compliance on Construction Sites
Deep Learning
A Real-Time Automated Approach for Ensuring Proper Use of Personal Protective Equipment (PPE) in Construction Site
Construction sites are one of the most perilous environments where many potential hazards may occur. Even though workers are trained to stay away from potential dangers, there are still many types of … [Read more...] about A Real-Time Automated Approach for Ensuring Proper Use of Personal Protective Equipment (PPE) in Construction Site
Detecting Safety Helmet Wearing on Construction Sites With Bounding-Box Regression and Deep Transfer Learning
Detecting safety helmet wearing in surveillance videos is an essential task for safety management, compliance with regulations, and reducing the death rate from construction industry accidents. … [Read more...] about Detecting Safety Helmet Wearing on Construction Sites With Bounding-Box Regression and Deep Transfer Learning
Automatic Detection of Hardhats Worn by Construction Personnel: A Deep Learning Approach and Benchmark Dataset
Hardhats play an essential role in protecting construction individuals from accidents. However, wearing hardhats is not strictly enforced among workers due to all kinds of reasons. To enhance … [Read more...] about Automatic Detection of Hardhats Worn by Construction Personnel: A Deep Learning Approach and Benchmark Dataset
Detecting Work Zones in SHRP 2 NDS Videos Using Deep Learning Based Computer Vision
Naturalistic driving studies seek to perform the observations of human driver behavior in the variety of environmental conditions necessary to analyze, understand and predict that behavior using … [Read more...] about Detecting Work Zones in SHRP 2 NDS Videos Using Deep Learning Based Computer Vision
A Deep Learning Approach to Predict Severity Levels of Work Zone Crashes
The need for maintaining aging infrastructure and/or expanding road capacity leads to an increasing number of work zones presented on highways. Consequently, many crashes were observed in work zone … [Read more...] about A Deep Learning Approach to Predict Severity Levels of Work Zone Crashes