Thesis Details

Systém automatického přístupu na parkoviště pomocí rozpoznání registrační značky

Bachelor's Thesis Student: Václavek Patrik Academic Year: 2015/2016 Supervisor: Špaňhel Jakub, Ing.
English title
System for Automatic Parking Access Based on License Plate Recognition
Language
Czech
Abstract

Goal of this thesis was to design and implement system operating in real time, which manages to detect incoming vehicle to the car park terminal, recognize its licence plate and automatically decide on its admission. System uses the Gaussian Mixture Model algorithm for detection of incoming vehicle. For reliable localization of licence plate are used two methods, the first one uses of extraction of Maximally Stable Extremal Regions (MSERs), the second one uses of Top-Hat transformation. Support Vector Machine (SVM) algorithm is used to decide, whether is the found area a licence plate. Character classification is performed using artificial neural network. For implementation was used library OpenCV. Thanks to optimalization is the extraction of MSERs accelerated up to seven times. The accomplished success rate in case of licence plate localization is 92,47% and in case of classification of characters is 90,03%. 

Keywords

licence plate recognition, licence plate localization, digital image processing, detection, classification, extraction

Department
Degree Programme
Information Technology
Files
Status
defended, grade A
Date
14 June 2016
Reviewer
Committee
Herout Adam, prof. Ing., Ph.D. (DCGM FIT BUT), předseda
Jaroš Jiří, doc. Ing., Ph.D. (DCSY FIT BUT), člen
Kunovský Jiří, doc. Ing., CSc. (DITS FIT BUT), člen
Rychlý Marek, RNDr., Ph.D. (DIFS FIT BUT), člen
Španěl Michal, Ing., Ph.D. (DCGM FIT BUT), člen
Citation
VÁCLAVEK, Patrik. Systém automatického přístupu na parkoviště pomocí rozpoznání registrační značky. Brno, 2016. Bachelor's Thesis. Brno University of Technology, Faculty of Information Technology. 2016-06-14. Supervised by Špaňhel Jakub. Available from: https://www.fit.vut.cz/study/thesis/18717/
BibTeX
@bachelorsthesis{FITBT18717,
    author = "Patrik V\'{a}clavek",
    type = "Bachelor's thesis",
    title = "Syst\'{e}m automatick\'{e}ho p\v{r}\'{i}stupu na parkovi\v{s}t\v{e} pomoc\'{i} rozpozn\'{a}n\'{i} registra\v{c}n\'{i} zna\v{c}ky",
    school = "Brno University of Technology, Faculty of Information Technology",
    year = 2016,
    location = "Brno, CZ",
    language = "czech",
    url = "https://www.fit.vut.cz/study/thesis/18717/"
}
Back to top