Barrier Access Control Using Sensors Platform and Vehicle License Plate Characters Recognition.
barrier control
features extraction
license plate recognition
machine learning algorithms
raspberry-pi
sensors platform
vehicle detection
Journal
Sensors (Basel, Switzerland)
ISSN: 1424-8220
Titre abrégé: Sensors (Basel)
Pays: Switzerland
ID NLM: 101204366
Informations de publication
Date de publication:
09 Jul 2019
09 Jul 2019
Historique:
received:
16
04
2019
revised:
15
06
2019
accepted:
18
06
2019
entrez:
21
7
2019
pubmed:
22
7
2019
medline:
22
7
2019
Statut:
epublish
Résumé
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.
Identifiants
pubmed: 31323933
pii: s19133015
doi: 10.3390/s19133015
pmc: PMC6650970
pii:
doi:
Types de publication
Journal Article
Langues
eng
Subventions
Organisme : Ignite R&D Pakistan
ID : Ignite R&D Pakistan
Références
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pubmed: 22969404
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pubmed: 25152921