Real Time Parking Space Detection System Using A Pixel-Based Processing Technique

This study proposes a real-time parking space detection using a pixel-based image processing technique. The proposed algorithm detects free spaces in a busy parking place video stream. The performance of the algorithm is compared with CNN algorithm using YOLOv8 software. The detection rate of the developed algorithm is found to be 9% higher than the YOLOv8 classification model with 5 times less error rate. Also, the proposed system missed fewer objects and requires less memory space than the YOLOv8 model.

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Publication Details

Published
2024-11-07
DOI
https://doi.org/10.1109/ismsit63511.2024.10757265
Citations
1
Primary Topic
Smart Parking Systems Research
Type
article
Field-Weighted Citation Impact
0.27
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article

Real Time Parking Space Detection System Using A Pixel-Based Processing Technique

Betul Duygu Sener, Serife Esra Dincer
1 citations
Smart Parking Systems Research
0.27
article

Real Time Parking Space Detection System Using A Pixel-Based Processing Technique

Betul Duygu Sener, Serife Esra Dincer
article en
1 citations

Abstract

This study proposes a real-time parking space detection using a pixel-based image processing technique. The proposed algorithm detects free spaces in a busy parking place video stream. The performance of the algorithm is compared with CNN algorithm using YOLOv8 software. The detection rate of the developed algorithm is found to be 9% higher than the YOLOv8 classification model with 5 times less error rate. Also, the proposed system missed fewer objects and requires less memory space than the YOLOv8 model.

Gedik University (TR)
Sustainable cities and communities
Openalex Percentile: Top 40%
Smart Parking Systems Research
0.27
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Real Time Parking Space Detection System Using A Pixel-Based Processing Technique — Betul Duygu Sener, Serife Esra Dincer · (2024) | TGRS Research Map | TGRS