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

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-tr...

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Autores principales: Ullah, Farman, Anwar, Hafeez, Shahzadi, Iram, Ur Rehman, Ata, Mehmood, Shizra, Niaz, Sania, Mahmood Awan, Khalid, Khan, Ajmal, Kwak, Daehan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6650970/
https://www.ncbi.nlm.nih.gov/pubmed/31323933
http://dx.doi.org/10.3390/s19133015
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author Ullah, Farman
Anwar, Hafeez
Shahzadi, Iram
Ur Rehman, Ata
Mehmood, Shizra
Niaz, Sania
Mahmood Awan, Khalid
Khan, Ajmal
Kwak, Daehan
author_facet Ullah, Farman
Anwar, Hafeez
Shahzadi, Iram
Ur Rehman, Ata
Mehmood, Shizra
Niaz, Sania
Mahmood Awan, Khalid
Khan, Ajmal
Kwak, Daehan
author_sort Ullah, Farman
collection PubMed
description 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.
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spelling pubmed-66509702019-08-07 Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition Ullah, Farman Anwar, Hafeez Shahzadi, Iram Ur Rehman, Ata Mehmood, Shizra Niaz, Sania Mahmood Awan, Khalid Khan, Ajmal Kwak, Daehan Sensors (Basel) Article 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. MDPI 2019-07-09 /pmc/articles/PMC6650970/ /pubmed/31323933 http://dx.doi.org/10.3390/s19133015 Text en © 2019 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Ullah, Farman
Anwar, Hafeez
Shahzadi, Iram
Ur Rehman, Ata
Mehmood, Shizra
Niaz, Sania
Mahmood Awan, Khalid
Khan, Ajmal
Kwak, Daehan
Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition
title Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition
title_full Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition
title_fullStr Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition
title_full_unstemmed Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition
title_short Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition
title_sort barrier access control using sensors platform and vehicle license plate characters recognition
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6650970/
https://www.ncbi.nlm.nih.gov/pubmed/31323933
http://dx.doi.org/10.3390/s19133015
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