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

Authors :
Ajmal Khan
Shizra Mehmood
Daehan Kwak
Khalid Mahmood Awan
Sania Niaz
Ata Ur Rehman
Hafeez Anwar
Iram Shahzadi
Farman Ullah
Source :
Sensors (Basel, Switzerland), Sensors, Volume 19, Issue 13, Sensors, Vol 19, Iss 13, p 3015 (2019)
Publication Year :
2019
Publisher :
MDPI, 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 :
OpenAIRE
Journal :
Sensors (Basel, Switzerland)
Accession number :
edsair.doi.dedup.....5592e4e5ac1d7d5cf4add8a6a559646f