YOLO algorithm for helmet detection in industries for safety purpose

NK Anushkannan, VR Kumbhar… - … on Smart Electronics …, 2022 - ieeexplore.ieee.org
Using a Safety helmet is crucial for ensuring the safety of employees in the construction,
power, and manufacturing sector. However, employees frequently remove their helmets due …

CNN‐Based Automatic Helmet Violation Detection of Motorcyclists for an Intelligent Transportation System

T Waris, M Asif, MB Ahmad, T Mahmood… - Mathematical …, 2022 - Wiley Online Library
An intelligent transportation system (ITS) is an advanced application that supports multiple
transport and traffic management modes. ITS services include calling for emergency rescue …

Yolov5 based a real time automatic number plate and helmet recognition system

S Maheswaran, N Indhumathi… - 2022 13th …, 2022 - ieeexplore.ieee.org
In today's busy life, many road accidents are seen and it doesn't take longer to us as a victim.
Almost 80% of the road accident fatal occurs due to not wearing the helmet. So, helmet …

DPPNet: A Deformable-Perspective-Perception network for Safety Helmet Violation Detection

Y Alassaf, Y Said - Engineering, Technology & Applied Science …, 2024 - etasr.com
The issue of worker safety at construction sites has become increasingly prominent within
the construction industry. Safety helmet usage has been shown to reduce accidents among …

Real-time Implementation of YOLO V5 Based Helmet with Number Plate Recognition and Logging of Rider Data using PyTorch and XAMPP

S Maheswaran, RD Gomathi, S Sathesh… - 2023 14th …, 2023 - ieeexplore.ieee.org
Many road accidents occur in today's busy life, and one can quickly become a victim. Most
fatal road accidents are caused by not wearing helmet, which accounts for almost 80% of the …

Detection of Helmet Violations among Electric Bicycle Riders Through Multi-Network

S Huang, Y Zhang, X Li, J Qin… - Transportation …, 2024 - journals.sagepub.com
The use of helmets plays a crucial role in mitigating head injuries resulting from traffic
accidents. However, manual supervision of helmet usage is both costly and prone to missing …

An Efficient Model for Camera Mounted Helmet and Number Plate Detection on Custom Dataset

RA Krishna, P Sandeep, P Sonu - 2024 15th International …, 2024 - ieeexplore.ieee.org
The model is developed using YOLO v8 for detecting Motorbike riders who are violating
road rules. Initially, the model differentiates motorbike riders who are wearing safety bike …

Comparative Analysis of Optimizers and Transfer Learning Methods for Headgear Detection Using Convolutional Neural Network

SS Teja, P Ullas, KR Vikas… - 2023 International …, 2023 - ieeexplore.ieee.org
In untapped nations, cars are quite uncommon because motorcycles have always
dominated the transportation industry. Over the past few years, there has been an increase …

Enhanced Precision in Motorcycle Helmet Detection: YOLOv5 and Darknet Approach

R Sarmah, P Lahon, T Ahmed - 2024 - researchsquare.com
In India, helmets symbolize safety and civic responsibility, bearing cultural significance.
However, a 22% increase in accidents and a 17.5% rise in fatalities in 2022-23 underscore …

[PDF][PDF] Research Article CNN-Based Automatic Helmet Violation Detection of Motorcyclists for an Intelligent Transportation System

T Waris, M Asif, MB Ahmad, T Mahmood, S Zafar… - 2022 - academia.edu
An intelligent transportation system (ITS) is an advanced application that supports multiple
transport and traffic management modes. ITS services include calling for emergency rescue …