Automatic number plate recognition

Registration ID: IJNRD_185401

Published ID: IJNRD2212319

DOI: http://doi.one/10.1729/Journal.32609

Suruchi Dedgaonkar , Parantak Choudhari , Nitesh Kumar , Tejas Chapke , Yash Goswami

Detection, Jupyter Notebook, EasyOCR, Firebase.

To design a real time application this will recognize the license plates automatically of vehicles at a gate. Automatic Vehicle Number plate recognition system is one kind of an intelligent transport system because of its potential applications in traffic monitoring systems. The purpose of this paper is to develop a real time application which recognizes license plates from vehicles at a gate, for example at the entrance of a parking area and to generate daily reports of the following. When any vehicle passes by the system the video/photo is captured and the number plate text is detected, this text is then sent to the real-time database (firebase) from where it sent to the android app for displaying it. System also generates report of a particular day. Detection of licence plates is done by training the dataset available online using TensorFlow Object Detection Model (TFOD). The steps involve importing TFOD into our ipynb and then splitting the dataset into testing and training data. Then trained our ML model for upto 10000 steps/epochs. Used OpenCV to detect the number plate using the trained model. Applied Optical Character Recognition (OCR) to the image and performed OCR Filtering to extract the text from each and every plate using PyTorch and EasyOCR.

Published Paper   E-Certificate

Suruchi Dedgaonkar, Parantak Choudhari, Nitesh Kumar, Tejas Chapke, & Yash Goswami (December-2022). Automatic number plate recognition. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 7(12), d181-d186. http://doi.one/10.1729/Journal.32609

Volume 7 Issue 12, December-2022

Pages : d181-d186

Paper Reg. ID: IJNRD_185401

Published Paper Id: IJNRD2212319

Downloads: 000121983

Research Area: Engineering

Country: Pune, Maharashtra, India

Published Paper PDF: https://ijnrd.org/papers/IJNRD2212319.pdf

Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2212319

Crossref DOI: http://doi.one/10.1729/Journal.32609

Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)

ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016

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