Abstract

In this study, an effective and automatic technique has been proposed to detect, recognize and verify Bangladeshi number plates. There are four steps in the proposed method: Pre-processing, extraction and segmentation, recognition and verification of the number plate. Image contrast-enhancing and tilt correction techniques are used in the proposed method. Different techniques like edge detection, morphological operations, bounding box method and connected component analysis are used for the extraction and segmentation of number plates and their characters. The template matching method is used for recognizing the characters. The authentication and verification process for a vehicle is the distinctive feature of the proposed method. We have developed a dataset of 500 Bangladeshi number plate images for our research. A rich template dataset and a cloud database containing vehicle details have also been developed for number plate character recognition and vehicle verification purposes, respectively. The proposed method achieves detection, extraction, segmentation and recognition accuracies of 96.8, 94.8, 98.3 and 97.6%, respectively. It is observed that the proposed technique outperformed many other existing techniques.

Highlights

  • Bangladesh is one of the most densely populated countries in the world

  • The government of Bangladesh loses a handsome amount of taxes each year (BRTA, 2019)

  • It is found from the discussion that the tilt correction process of the proposed method is quite efficient

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Summary

Introduction

The total population of Bangladesh was nearly 165 million in 2020 according to the data of the (UNSD, 2021). This huge population leads to an increase in the total number of vehicles over the years. According to the data of the (BRTA, 2019), the total number of registered motor vehicles was 40 lakhs in 2019. The huge number of motor vehicles is a threat to the traffic management system for a densely populated country like Bangladesh. It increases crimes like car theft, over-speeding, disobeying traffic rules, excessive overtaking. The government of Bangladesh loses a handsome amount of taxes each year (BRTA, 2019)

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