Advances in Consumer Research
Issue 2 : 45-53
Original Article
Capturing Real-Time Image Datasets to Enhance User Driving Safety Through A Smart Security Mechanism
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1
Faculty of Operations & IT
2
Visiting Faculty of Operations & IT, ICFAI Business School (IBS), Hyderabad, The ICFAI Foundation for Higher Education (IFHE), (Deemed to be university u/s 3 of the UGC Act 1956), Hyderabad-India.
Abstract

Today the technologies helps us in various platform with various solution, this type of security mechanism improve our safety and the made our journey more easy and more comfort. In this paper We endeavor to create an advanced helmet detection system utilizing cutting- edge User only view  version three and User only view the version five models. This innovative approach aims to significantly enhance safety within workspace and traffic environments by accurately identifying helmet usage in real-time video streams. We aspire to detect instances of helmets with high precision, promoting adherence to safety regulations and mitigating potential risks. Through the implementation of this system, we seek to create a safer ecosystem for both workers and commuters alike. By providing real-time monitoring and alerts, our solution aims to not only increase awareness of safety practices but also substitute a philosophy of submission, eventually paying to a safer and more secure environment. Our objective is to enhance safety protocols in construction and traffic environments by deploying advanced deep learning techniques for real-time helmet detection. By combining the speed of  user only view model three with the accuracy of  user only view the model number five,  we aim to revolutionize safety measures, ensuring compliance and reducing risks. Our solution addresses challenges such as varying object sizes, environmental noise, and dynamic scenarios, thus prioritizing worker and public safety with cutting-edge the technology. 

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