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Chapter iSafe Welding System: Computer Vision-Based Monitoring System for Safe Welding Work

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The construction industry faces significant challenges, including a high prevalence of occupational incidents, often involving fires, explosions, and burn-related accidents due to worker non-compliance with safety protocols. Adherence to safety guidelines and proper utilization of safety equipment are critical to preventing such incidents and safeguarding workers in hazardous work environments. Consequently, a monitoring system tailored for construction safety during welding operations becomes imperative to mitigate the risk of fire accidents. This paper conducts a brief analysis of OSHA rules pertaining to welding work and introduces the iSafe Welding system, an advanced real-time safety monitoring and compliance enforcement solution designed specifically for construction site welding operations. Harnessing the real-time object detection algorithm YOLOv7 in conjunction with rule-based scene classification, the system excels in identifying potential safety violations. Rigorous evaluation, encompassing precision, recall, mean Average Precision (mAP), accuracy, and the F1-Score, sheds light on its strengths and areas for improvement. The system showcases robust performance in rule-based scene classification, achieving high accuracy, precision, and recall rates. Notably, the iSafe Welding system demonstrates a formidable potential for enhancing construction site safety and regulatory compliance. Ongoing enhancements, including dataset expansion and model refinement, underscore its commitment to real-world deployment and its strength in ensuring worker safety

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Publisher

: Firenze University Press., 2023

Collation

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Language

English

ISBN/ISSN

9791221502893

Classification

NONE

Content Type

tactile text

Media Type

computer

Carrier Type

online resource

Edition

1

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Cataloger

Hasan

Source

https://directory.doabooks.org/handle/20.500.12854/136243

Validator

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Digital Object Identifier (DOI)

10.36253/979-12-215-0289-3.66

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