Deep learning for site safety: Real-time detection of personal protective equipment
The leading causes of construction fatalities include traumatic brain injuries (resulted from
fall and electrocution) and collisions (resulted from struck by objects). As a preventive step …
fall and electrocution) and collisions (resulted from struck by objects). As a preventive step …
[HTML][HTML] Construction site hazards identification using deep learning and computer vision
Workers on construction sites face numerous health and safety risks. Authorities have made
numerous attempts to enhance safety management; yet incidents continue to occur …
numerous attempts to enhance safety management; yet incidents continue to occur …
Detection of personal protective equipment (PPE) compliance on construction site using computer vision based deep learning techniques
Construction safety is a matter of great concern for practitioners and researchers worldwide.
Even after risk assessments have been conducted and adequate controls have been …
Even after risk assessments have been conducted and adequate controls have been …
[HTML][HTML] Fast personal protective equipment detection for real construction sites using deep learning approaches
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 …
detect limited types of PPE and their performance needs to be improved, particularly for their …
Standardized use inspection of workers' personal protective equipment based on deep learning
J Li, X Zhao, G Zhou, M Zhang - Safety science, 2022 - Elsevier
Falling from height (FFH) and object strike (OS) accidents frequently occur at construction
sites, threatening personnel safety and affecting the construction quality. In the hierarchy of …
sites, threatening personnel safety and affecting the construction quality. In the hierarchy of …
Towards on-site hazards identification of improper use of personal protective equipment using deep learning-based geometric relationships and hierarchical scene …
S Chen, K Demachi - Automation in construction, 2021 - Elsevier
Construction sites are one of the most perilous environments where many potential hazards
may occur. Personal Protective Equipment (PPE) is an important safety measure used to …
may occur. Personal Protective Equipment (PPE) is an important safety measure used to …
Detecting non-hardhat-use by a deep learning method from far-field surveillance videos
Hardhats are an important safety measure used to protect construction workers from
accidents. However, accidents caused in ignorance of wearing hardhats still occur. In order …
accidents. However, accidents caused in ignorance of wearing hardhats still occur. In order …
Automatic detection of hardhats worn by construction personnel: A deep learning approach and benchmark dataset
J Wu, N Cai, W Chen, H Wang, G Wang - Automation in Construction, 2019 - Elsevier
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 …
However, wearing hardhats is not strictly enforced among workers due to all kinds of …
Deep convolutional networks for construction object detection under different visual conditions
ND Nath, AH Behzadan - Frontiers in Built Environment, 2020 - frontiersin.org
Sensing and reality capture devices are widely used in construction sites. Among different
technologies, vision-based sensors are by far the most common and ubiquitous. A large …
technologies, vision-based sensors are by far the most common and ubiquitous. A large …
PPE detector: a YOLO-based architecture to detect personal protective equipment (PPE) for construction sites
With numerous countermeasures, the number of deaths in the construction industry is still
higher compared to other industries. Personal Protective Equipment (PPE) is constantly …
higher compared to other industries. Personal Protective Equipment (PPE) is constantly …