Vehicle Number Plate Detection Using CNN

Authors

  • Anvitha K N  Department of Computer Science, Srinivas Institute of Technology, Mangalore, Karnataka, India
  • Padmanayana  Department of Computer Science, Srinivas Institute of Technology, Mangalore, Karnataka, India
  • Abdul Shawwan  Department of Computer Science, Srinivas Institute of Technology, Mangalore, Karnataka, India

Keywords:

Vehicle Number Plate, Machine Learning, Convolutional Neural Networks (CNN)

Abstract

Vehicle number plate detection plays an important role in this busy world, due to the heavy rise in vehicles day by day. Passing the tollgates without paying the money, stealing of vehicles, breaking traffic rules, coming into restricted space also are increasing linearly, thus to block this situations vehicle number plate detection is proposed. Among the important process steps such as detection of number plate, segmentation of characters and recognition of each characters, segmentation plays an important role. To avoid problems like unwanted brightness, tilt that degrades the segmentation which in turn affects the recognition accuracy, numerous algorithms are developed for this work. We proposed an approach Vehicle Number Plate Detection using CNN model which is a part of Deep Learning. Our model is pre-trained by feeding 80000 of images also including images which are not Indian vehicles and also which do not have number plate in it. Our approach is simple, fast and inexpensive and does not require huge equipment.

References

  1. S. Zhang, M. Zhang, and X. Ye, “Car plate character extraction under complicated environment,” in Proc. IEEE Int. Conf. Syst. Man Cybern., vol. 5. Oct. 2004, pp. 4722–4726
  2. K. K. Kim, K. I. Kim, J. B. Kim, and H. J. Kim, “Learning-based approach for license plate recognition,” in Proc. IEEE Signal Process. Soc. Workshop Neur. Netw. Signal Process, vol. 2. Dec. 2000, pp.614–623
  3. O. D. Trier, A. K. Jain and T. Text, “Feature Extraction Methods For Character Recognition- A Survey”, Pattern Recognition, Vol. 29, No. 4, pp.641-662, 1996
  4. Anand Sumatilal Jain, Jayshree M. Kundargi; Automatic License plate Recognition Using Artificial Neural Network; IRJET Volume: 02 Issue: 04 | July-2015; e-ISSN: 2395-0056; p-ISSN: 2395-0072
  5. Rajesh Kannan Megalingam, Prasanth Krishna, Pratheesh somarajan; Extraction of License Plate Region in Automatic License Plate Recognition; International Conference on Mechanical and Electrical Technology (ICMET); 2010
  6. Kumar Parasuraman, Member, IEEE and P.Vasantha Kumar; An Efficient Method for Indian Vehicle License Plate Extraction and Character Segmentation; IEEE International Conference on Computational Intelligence and Computing Research; 2010

Downloads

Published

2021-08-30

Issue

Section

Research Articles

How to Cite

[1]
Anvitha K N, Padmanayana, Abdul Shawwan, " Vehicle Number Plate Detection Using CNN" International Journal of Scientific Research in Computer Science, Engineering and Information Technology(IJSRCSEIT), ISSN : 2456-3307, Volume 7, Issue 4, pp.188-193, July-August-2021.