TY - GEN
T1 - YOLO-Powered Detection of Helmets and Number Plates for Enforcing Safety on Wheels
AU - Reddy, Nithish
AU - Reddy, Radha
AU - Mahadeva, Rajesh
N1 - Publisher Copyright:
© 2025 IEEE.
PY - 2025
Y1 - 2025
N2 - Road safety is becoming an increasingly important issue, particularly in a country like India, where two-wheelers are a common mode of transport. A major concern is that many riders do not wear helmets, which can lead to serious injuries or even death in the event of an accident. This paper proposes an intelligent system that automatically recognizes riders not wearing helmets and saves their images and vehicle number plates using a combination of computer vision and deep learning. This system uses the YOLO object detection algorithm to locate riders, helmets, and number plates in real-time video streams. A custom-trained optical character recognition model is then used to extract and recognize the characters on the plate. All recognized number plates are stored in a CSV file, from which we can send fines to the corresponding riders.
AB - Road safety is becoming an increasingly important issue, particularly in a country like India, where two-wheelers are a common mode of transport. A major concern is that many riders do not wear helmets, which can lead to serious injuries or even death in the event of an accident. This paper proposes an intelligent system that automatically recognizes riders not wearing helmets and saves their images and vehicle number plates using a combination of computer vision and deep learning. This system uses the YOLO object detection algorithm to locate riders, helmets, and number plates in real-time video streams. A custom-trained optical character recognition model is then used to extract and recognize the characters on the plate. All recognized number plates are stored in a CSV file, from which we can send fines to the corresponding riders.
UR - https://www.scopus.com/pages/publications/105030934530
UR - https://www.scopus.com/pages/publications/105030934530#tab=citedBy
U2 - 10.1109/AISTS66100.2025.11233121
DO - 10.1109/AISTS66100.2025.11233121
M3 - Conference contribution
AN - SCOPUS:105030934530
T3 - 2025 Artificial Intelligence and Smart Technologies for Sustainability Conference, AISTS 2025
BT - 2025 Artificial Intelligence and Smart Technologies for Sustainability Conference, AISTS 2025
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2025 Artificial Intelligence and Smart Technologies for Sustainability Conference, AISTS 2025
Y2 - 21 August 2025 through 23 August 2025
ER -