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Authors: Aleksejs Zacepins ; Vitalijs Komasilovs and Armands Kviesis

Affiliation: Latvia University of Agriculture, Latvia

Keyword(s): Smart City, Smart Parking, Video Processing, Image Analysis.

Abstract: Modern smart city concept implies various smart aspects including smart parking management. Searching for a free parking lot can be a challenging task, especially during major events, therefore automatic system, which will help drivers to find a free parking is very valuable. There are many intrusive and non-intrusive technologies available for smart parking development, but authors of this paper developed a system based on video processing and analysis. Authors developed Python application for real-time parking lot monitoring based on video analysis of public video stream. Five classifier models (Logistic Regression, Linear Support Vector Machine, Radial Basis Function Support Vector Machine, Decision Tree and Random Forest) were compared for parking lot occupancy detection. Logistic regression classifier showed better results and was chosen for real-time parking monitoring application. System shows good performance and correctly predicted parking lot occupancy almost in al l test cases. (More)

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Paper citation in several formats:
Zacepins, A.; Komasilovs, V. and Kviesis, A. (2018). Implementation of Smart Parking Solution by Image Analysis. In Proceedings of the 4th International Conference on Vehicle Technology and Intelligent Transport Systems - RESIST; ISBN 978-989-758-293-6; ISSN 2184-495X, SciTePress, pages 666-669. DOI: 10.5220/0006629706660669

@conference{resist18,
author={Aleksejs Zacepins. and Vitalijs Komasilovs. and Armands Kviesis.},
title={Implementation of Smart Parking Solution by Image Analysis},
booktitle={Proceedings of the 4th International Conference on Vehicle Technology and Intelligent Transport Systems - RESIST},
year={2018},
pages={666-669},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0006629706660669},
isbn={978-989-758-293-6},
issn={2184-495X},
}

TY - CONF

JO - Proceedings of the 4th International Conference on Vehicle Technology and Intelligent Transport Systems - RESIST
TI - Implementation of Smart Parking Solution by Image Analysis
SN - 978-989-758-293-6
IS - 2184-495X
AU - Zacepins, A.
AU - Komasilovs, V.
AU - Kviesis, A.
PY - 2018
SP - 666
EP - 669
DO - 10.5220/0006629706660669
PB - SciTePress