INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT International Peer Reviewed & Refereed Journals, Open Access Journal ISSN Approved Journal No: 2456-4184 | Impact factor: 8.76 | ESTD Year: 2016
Scholarly open access journals, Peer-reviewed, and Refereed Journals, Impact factor 8.76 (Calculate by google scholar and Semantic Scholar | AI-Powered Research Tool) , Multidisciplinary, Monthly, Indexing in all major database & Metadata, Citation Generator, Digital Object Identifier(DOI)
Motorcycle accidents are a huge concern today.
The number of accidents occurring every day has increased
rapidly which in turn results in loss of lives. One of the main
factors in these fatal accidents is the lack of use of helmets. Even
though the use of a helmet is mandatory people fail to follow it
which causes these unfortunate events. The government has
taken various initiatives regarding the increase in the use of
helmets by creating awareness and also increasing the fines but
people seem to be least bothered. To tackle these situations, we
propose an automated solution for helmet detection on
motorcyclists using a combination of techniques like YOLO and
CNN. The combination of You Only Look Once(YOLO) and
Convolutional Neural Network(CNN) helps to efficiently
identify the helmets from the real-time datasets. The proposed
system will help traffic police by reducing their work and
automating the imposition of fines. As the techniques are used
in combination, the accuracy and the degree of reliability of our
system are higher compared to single techniques-based
implementations.
Keywords:
Open CV-Open-Source Computer Vision Library ,CNN-Convolutional Neural Network ,OCR-Optical Character Recognition ,YOLO-You Only Look Once ,IOUIntersection over Union ,DHCP-Dynamic Host Configuration Protocol ,DDNS-Dynamic Domain Name System ,PoE-Power over Ethernet ,API-Application Programming Interface
Cite Article:
"Advancements in Motorcycle Safety: Automatic Helmet Detection Systems Through Machine Learning", International Journal of Novel Research and Development (www.ijnrd.org), ISSN:2456-4184, Vol.9, Issue 2, page no.a53-a58, February-2024, Available :http://www.ijnrd.org/papers/IJNRD2402007.pdf
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ISSN:
2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar| ESTD YEAR: 2016
An International Scholarly Open Access Journal, Peer-Reviewed, Refereed Journal Impact Factor 8.76 Calculate by Google Scholar and Semantic Scholar | AI-Powered Research Tool, Multidisciplinary, Monthly, Multilanguage Journal Indexing in All Major Database & Metadata, Citation Generator
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