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Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition

Authors :
Farman Ullah
Hafeez Anwar
Iram Shahzadi
Ata Ur Rehman
Shizra Mehmood
Sania Niaz
Khalid Mahmood Awan
Ajmal Khan
Daehan Kwak
Source :
Sensors, Vol 19, Iss 13, p 3015 (2019)
Publication Year :
2019
Publisher :
MDPI AG, 2019.

Abstract

The paper proposes a sensors platform to control a barrier that is installed for vehicles entrance. This platform is automatized by image-based license plate recognition of the vehicle. However, in situations where standardized license plates are not used, such image-based recognition becomes non-trivial and challenging due to the variations in license plate background, fonts and deformations. The proposed method first detects the approaching vehicle via ultrasonic sensors and, at the same time, captures its image via a camera installed along with the barrier. From this image, the license plate is automatically extracted and further processed to segment the license plate characters. Finally, these characters are recognized with the help of a standard optical character recognition (OCR) pipeline. The evaluation of the proposed system shows an accuracy of 98% for license plates extraction, 96% for character segmentation and 93% for character recognition.

Details

Language :
English
ISSN :
14248220
Volume :
19
Issue :
13
Database :
Directory of Open Access Journals
Journal :
Sensors
Publication Type :
Academic Journal
Accession number :
edsdoj.28ddb9ed201449c683eb155964d2af38
Document Type :
article
Full Text :
https://doi.org/10.3390/s19133015