Call for Papers:Vol.11 Issue.3

Submission
Last date		 28-Jun-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-3. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION
PaperId: :  22845
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 10 Issue 2 2024
DUI:    16.0415/IJARIIE-22845
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
ADHARSHNA RBANNARI AMMAN INSTITUTE OF TECHNOLOGY
HARESH VBANNARI AMMAN INSTITUTE OF TECHNOLOGY
SHYAAM PRAGAASH RBANNARI AMMAN INSTITUTE OF TECHNOLOGY
SANGEETHAA SNBANNARI AMMAN INSTITUTE OF TECHNOLOGY

Abstract

Computer Science and Engineering
YOLOv3, real-time, OpenCV, APIs, License Plate Recognition, Number plate, computer vision, stolen vehicle.
ABSTRACT Utilizing the powerful OpenCV computer vision library, this project presents a holistic solution aimed at advancing road safety through real-time helmet detection, license plate identification, and a unique feature for recognizing stolen vehicles. The primary objective is to enhance road safety by detecting helmet-wearing motorcyclists and identifying car license plates in real-time, contributing to a safer driving environment. Notably, the project incorporates a data input component that efficiently stores detected helmet statuses, license plate information, and warns against stolen vehicles in an Excel spreadsheet, facilitating easy tracking and analysis. A significant highlight of this project is its efficient and precise helmet identification capacity, achieved through the Python-based YOLOv3 (You Only Look Once version 3) deep learning framework. This method is pivotal for recognizing individuals wearing helmets across various settings, such as construction sites or sporting events, where helmet use is mandatory. YOLOv3's real-time object identification capabilities make it well-suited for this application, demonstrating consistent performance across diverse helmet types, angles, and lighting conditions. In addition to helmet detection, the project introduces an innovative approach to license plate recognition (LPR) by seamlessly connecting with third-party APIs. The primary objective is to detect license plates in real-time using external LPR services, enhancing plate identification and character recognition accuracy. This approach broadens the system's applications to areas like parking management, security, and traffic monitoring. To further augment the system's capabilities, a new feature has been incorporated to detect stolen vehicles. When a stolen vehicle's license plate is identified, the system provides a warning, reinforcing its role in both data collection and traffic safety. This feature aligns with law enforcement efforts and underscores the project's contribution to technological advancements in road safety. Keywords: YOLOv3, real-time, OpenCV, APIs, License Plate Recognition

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE ADHARSHNA R, HARESH V, SHYAAM PRAGAASH R, and SANGEETHAA SN. "MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION" International Journal Of Advance Research And Innovative Ideas In Education Volume 10 Issue 2 2024 Page 1228-1236
MLA ADHARSHNA R, HARESH V, SHYAAM PRAGAASH R, and SANGEETHAA SN. "MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION." International Journal Of Advance Research And Innovative Ideas In Education 10.2(2024) : 1228-1236.
APA ADHARSHNA R, HARESH V, SHYAAM PRAGAASH R, & SANGEETHAA SN. (2024). MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION. International Journal Of Advance Research And Innovative Ideas In Education, 10(2), 1228-1236.
Chicago ADHARSHNA R, HARESH V, SHYAAM PRAGAASH R, and SANGEETHAA SN. "MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION." International Journal Of Advance Research And Innovative Ideas In Education 10, no. 2 (2024) : 1228-1236.
Oxford ADHARSHNA R, HARESH V, SHYAAM PRAGAASH R, and SANGEETHAA SN. 'MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION', International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, 2024, p. 1228-1236. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/MACHINE_LEARNING_BASED_VISION_SYSTEM_FOR__AUTOMATED_NUMBER_PLATE_MONITORING_AND__VIOLATION_DETECTION_ijariie22845.pdf (Accessed : ).
Harvard ADHARSHNA R, HARESH V, SHYAAM PRAGAASH R, and SANGEETHAA SN. (2024) 'MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION', International Journal Of Advance Research And Innovative Ideas In Education, 10(2), pp. 1228-1236IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/MACHINE_LEARNING_BASED_VISION_SYSTEM_FOR__AUTOMATED_NUMBER_PLATE_MONITORING_AND__VIOLATION_DETECTION_ijariie22845.pdf (Accessed : )
IEEE ADHARSHNA R, HARESH V, SHYAAM PRAGAASH R, and SANGEETHAA SN, "MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION," International Journal Of Advance Research And Innovative Ideas In Education, vol. 10, no. 2, pp. 1228-1236, Mar-App 2024. [Online]. Available: https://ijariie.com/AdminUploadPdf/MACHINE_LEARNING_BASED_VISION_SYSTEM_FOR__AUTOMATED_NUMBER_PLATE_MONITORING_AND__VIOLATION_DETECTION_ijariie22845.pdf [Accessed : ].
Turabian ADHARSHNA R, HARESH V, SHYAAM PRAGAASH R, and SANGEETHAA SN. "MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 10 number 2 ().
Vancouver ADHARSHNA R, HARESH V, SHYAAM PRAGAASH R, and SANGEETHAA SN. MACHINE LEARNING BASED VISION SYSTEM FOR AUTOMATED NUMBER PLATE MONITORING AND VIOLATION DETECTION. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2024 [Cited : ]; 10(2) : 1228-1236. Available from: https://ijariie.com/AdminUploadPdf/MACHINE_LEARNING_BASED_VISION_SYSTEM_FOR__AUTOMATED_NUMBER_PLATE_MONITORING_AND__VIOLATION_DETECTION_ijariie22845.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Leveraging AWS for Developing and Hosting a Dynamic Food Ordering Web ApplicationComputer EngineeringAfshin Khanam Download
Edge-to-Cloud Synergy: An Autoencoder-GAN Framework for Anomaly Detection in Healthcare Records, Financial Statements, and Secure Cloud StorageInformation TechnologyKarthik Kushala Download
E-Commerce Fraud Detection Based on Machine Learning TechniquesComputer Science EngneeringVikram Ankush Ade Download
Detection of Phishing Website Using Gradient Boosting AlgorithmComputer Science and EngineeringYAWALKAR PRASAD PRAMOD Download
Property Dealing WebComputer Science EngineeringYash Chaudhari Download
Reinforcement Learning for the Evolution of Antimicrobial Nano formulationsmachine learningMadhusudan Download
SecuraVault: A secured blockchain based cloud storage systemComputer Engineering Anshika Jaiswal Download
Autoimmune Disease Detection in women Using Machine Learning Approachcomputer science EngineeringJ. L. V. S. Download
Medicine Overdose Detection System Using Machine LearningComputer Science EngineeringDr.Somashekhar B M Download
Home Price Prediction Using Machine LearningComputer Science & Engineering G Tushar Download
Heat diseases prediction using machine learningComputer EngineeringProf. Meghashree M B Download
GRIDSHIELD AIComputer EngineeringDr. Archana B Download
Diabetic Retinopathy Detection with AI InsightsComputer EngineeringJay Mahesh Gurav Download
Personalized Fitness Segmentation with Actionable InsightsMachine LearningAnju Tiwari Download
Sentiment-Based Machine Learning Approach for Mapping Citizen ProblemsComputer science and EngineeringDr. Madhu B K Download
12