Camera-Based Smart Parking System Using Perspective Transformation

Author:

Liu Bowie1ORCID,Lai Hawking1ORCID,Kan Stanley2ORCID,Chan Calana1ORCID

Affiliation:

1. Faculty of Applied Sciences, Macao Polytechnic University, Macao SAR 999078, China

2. Centre for Continuing Education, Macao Polytechnic University, Macao SAR 999078, China

Abstract

The concept of the “smart city” has emerged with the advancement of technology, but some facilities are not sufficiently intelligent, such as parking lots. Hence, this paper proposes an inexpensive and plug-to-play camera-based smart parking system for airports. The system utilizes inverse perspective mapping (IPM) to provide an aerial view image of the parking lot, which is then processed to extract parking space information. The system also includes a guidance system to assist drivers in finding available parking spaces. The system is simulated on a 3D scene based on the parking lot of Macao International Airport. In the experiment, our system achieved an accuracy rate of 97.03% and a mean distance error of 8.59 pixels. This research study shows the potential of enhancing parking lots using only cameras as data collectors, and the results show that the system is capable of providing accurate and useful information. It performs well in parking lots with open space, in particular. Moreover, it is an economical solution for implementing a smart parking lot.

Funder

Macao Polytechnic University

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Artificial Intelligence,Urban Studies

Reference25 articles.

Cited by 6 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Metaverse for Intelligent Transportation Systems (ITS): A Comprehensive Review of Technologies, Applications, Implications, Challenges and Future Directions;IEEE Transactions on Intelligent Transportation Systems;2024-07

2. TinyML enabled smart parking dynamic slots computing and license plate recognition;2024 International Wireless Communications and Mobile Computing (IWCMC);2024-05-27

3. Autonomous Parking Space Detection for Electric Vehicles Based on Advanced Custom YOLOv5;2024 3rd International Conference on Artificial Intelligence For Internet of Things (AIIoT);2024-05-03

4. Overview of Smart Parking: Types, Sensors Technologies and Energy Efficiency Strategies;Lecture Notes in Networks and Systems;2024

5. Development of Parking System for Smart Cities using LoRaWAN, Blockchain, and Deep Learning;2023 International Conference on Advanced Technologies for Communications (ATC);2023-10-19

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3