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ArticlePeer ReviewedOpen AccessPlagiarism Passed
Paper ID:IJSREM42396

Helmet Detection and Triple Ride Detection using CNN and YOLO

Stream/Area:

-

Subject:

-

Paper ID:

IJSREM42396

Volume:

9 |

3 |

Mar 2025

Pages:

Publication Frequency:

Monthly (12 issues per year)

DOI
Digital Object Identifier
10.55041/ijsrem42396

License:International Journal of Scientific Research in Engineering and Management follows the Creative Commons Attribution 4.0 (CC BY 4.0) License, allowing free use and distribution with proper attribution.

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Authors

MBV

Ms. B. Veena

VYM

Vardhan Yadhav Mudhraboina

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Abstract

Motorcycles have been the primary means of trans- portation in developing countries. Unfortunately, the motorcycle accident cases have been very high recently. Most of the death toll in these motorcycle accidents is due to the fact that motorcyclists fail to wear helmets. How best the motorcyclists are ensured to put on their helmets goes a long way with which technology is utilized: from monitoring the police manual at the intersections or CCTV footage to capture those without a helmet. However these methods consume considerable human effort and interaction. This system contemplates an automated scheme for the detection of helmet less motorcyclists and retrieves license number from CCTV footage. The system first categorizes moving objects as motorcycles or otherwise. For classified motorcyclists, the system determines whether they wear helmets or not. In case, the motorcyclist does not wear a helmet, the system retrieves the License plate number using an OCR algorithm. In this project CNN and yolo algorithms are used for recognition of person with and without helmet as well as triple riding detection. The violated person number plate is detected if its visible.

KEYWORDS

Motorcycles Helmet usage CCTV footage automated approach Non-helmeted motorcyclists license plate moving ob- jects CNN (Convolutional Neural Networks) YOLO (You Only Look Once) recognition OCR (Optical Character Recognition)

Cite This Article

Ms. B. Veena, Vardhan Yadhav Mudhraboina, "Helmet Detection and Triple Ride Detection using CNN and YOLO," International Journal of Scientific Research in Engineering and Management, vol. 9, no. 3, Mar 2025. https://doi.org/10.55041/ijsrem42396

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Publication Date

3/14/2025

Peer Review Type

Double-Blind Peer Review

Review Rounds: 2

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Conflict of Interest

The authors declare no conflict of interest related to this research work.

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No funding information available for this research.

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