Vehicle Number Plate Identification Using a Bi-Step Region Segmentation and Classification Technique
Journal Title: International Journal of Innovative Research in Computer Science and Technology - Year 2023, Vol 11, Issue 1
Abstract
Vehicle number plate identification (VNPI) is an imperative task for resolving the increasing traffic issues around the world. Although many studies were conducted in the past, there are still many challenges to be answered where noisy image acquisition conditions, improper illumination or poor quality images, are a few to name. In the light of the same, an efficient vehicle number plate classification model is the need of the hour. Since, image processing techniques are best suited for resolving the problems of noisy dataset; these are used for noise elimination, image segmentation, feature extraction, and classification purposes in this research. So, in this article, a two-step approach, using region based segmentation and feature extraction to feed as input to the system for classifying the vehicle number plates, has been designed. The proposed bi-step VNPI model very well extracted the segments around the characters with extraction rate of 96.69% and recognition rate of 95.34%. Experimental results show that the proposed technique is simple and robust. The results are comparable with the results of the state-of-art methods available in the literature.
Authors and Affiliations
Raja Mursleen Bhat, Ravinder Pal Singh, Jasmeen Gill, and Dr. Monika Mehra
Keywords
Related Articles
- EP ID EP745997
- DOI 10.55524/ijircst.2023.11.1.15
- Views 45
- Downloads 0
Evaluation of Concrete with Glass and Coconut Shell in Place of Coarse Aggregate and Partially Replaced Cement
Supplies for building are getting more expensive every day. The two essential components of the concrete are pozzolanic material and crushed rock. These days, a lot of scientists are investigating building materials that...
Transforming Computer Practice Teaching through Virtual Reality: Trends and Future Directions
The integration of Virtual Reality (VR) in computer education has acquired significant momentum due to its ability to provide immersive and interactive learning experiences. This paper analyzes current trends, challenges...
An Overview on Anti-Chronic Myelogenous Leukaemia efficacy of Spergulin A
One of the main causes of mortality in the 21st century has been cancer. Even among cancer, chronic myelogenous leukaemia (CML) is one of the main causes for cancer associated death. Despite its ubiquity the breadth of t...
A Comprehensive Review- Building A Secure Social Media Environment for Kids- Automated Content Filtering with Biometric Feedback
This review paper is all about how important it is to use smart technology to keep kids safe on social media while helping them learn better. By adding things like better controls for parents, filters that stop bad stuff...
Feminism and the Practice of Gestational Surrogacy in the Identity of the Child and the Woman
In opposition to the spread of gestational surrogacy as a new reproductive practice and women's labor, this essay examines the limitations of the feminist idea of commercialization of women's bodies. Surrogacy should be...