A Vehicular Queue Length Measurement System in Real-Time Based on SSD Network

Vehicular queue length measurement is an important parameter to detect the traffic congestion, which is resulted from several issues such as traffic lights, accidents, and poor roads infrastructures. In this paper, a system in real-time is proposed to detect and measure the vehicular queue length at...

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Main Authors: Okaishi Wahban Al, Zaarane Abdelmoghit, Slimani Ibtissam, Atouf Issam, Benrabh Mohamed
Format: Article
Language:English
Published: Sciendo 2021-02-01
Series:Transport and Telecommunication
Subjects:
Online Access:https://doi.org/10.2478/ttj-2021-0003
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spelling doaj-2423cb8cca494bfa9ccd4b5ef0ae5b2c2021-09-05T21:24:16ZengSciendoTransport and Telecommunication1407-61792021-02-01221293810.2478/ttj-2021-0003A Vehicular Queue Length Measurement System in Real-Time Based on SSD NetworkOkaishi Wahban Al0Zaarane Abdelmoghit1Slimani Ibtissam2Atouf Issam3Benrabh Mohamed4LTI Lab. Faculty of Sciences Ben M’sik, Hassan II-Casablanca University, Casablanca, MoroccoLTI Lab. Faculty of Sciences Ben M’sik, Hassan II-Casablanca University, Casablanca, MoroccoLTI Lab. Faculty of Sciences Ben M’sik, Hassan II-Casablanca University, Casablanca, MoroccoLTI Lab. Faculty of Sciences Ben M’sik, Hassan II-Casablanca University, Casablanca, MoroccoLTI Lab. Faculty of Sciences Ben M’sik, Hassan II-Casablanca University, Casablanca, MoroccoVehicular queue length measurement is an important parameter to detect the traffic congestion, which is resulted from several issues such as traffic lights, accidents, and poor roads infrastructures. In this paper, a system in real-time is proposed to detect and measure the vehicular queue length at intersections. The proposed system consists of two main steps: the first step is the detection of queue by using frames differencing method to detect the motion in the target areas. If there is no a motion, then the second step is implemented to detect the vehicles in these areas by using Single Shot Multibox Detector (SSD) algorithm. If there are vehicles, that means the queue exists and the measurement process begins. Some modifications are applied on SSD algorithm to fit with in our system and to improve the accuracy of the vehicle detection process. The system is applied on videos obtained by stationary cameras. The experiments demonstrate that this system is able to accurately detect and measure the vehicular queue length.https://doi.org/10.2478/ttj-2021-0003image processingvehicle detectionmotion detectionqueue length measurementsingle shot multiboxs detector (ssd)
collection DOAJ
language English
format Article
sources DOAJ
author Okaishi Wahban Al
Zaarane Abdelmoghit
Slimani Ibtissam
Atouf Issam
Benrabh Mohamed
spellingShingle Okaishi Wahban Al
Zaarane Abdelmoghit
Slimani Ibtissam
Atouf Issam
Benrabh Mohamed
A Vehicular Queue Length Measurement System in Real-Time Based on SSD Network
Transport and Telecommunication
image processing
vehicle detection
motion detection
queue length measurement
single shot multiboxs detector (ssd)
author_facet Okaishi Wahban Al
Zaarane Abdelmoghit
Slimani Ibtissam
Atouf Issam
Benrabh Mohamed
author_sort Okaishi Wahban Al
title A Vehicular Queue Length Measurement System in Real-Time Based on SSD Network
title_short A Vehicular Queue Length Measurement System in Real-Time Based on SSD Network
title_full A Vehicular Queue Length Measurement System in Real-Time Based on SSD Network
title_fullStr A Vehicular Queue Length Measurement System in Real-Time Based on SSD Network
title_full_unstemmed A Vehicular Queue Length Measurement System in Real-Time Based on SSD Network
title_sort vehicular queue length measurement system in real-time based on ssd network
publisher Sciendo
series Transport and Telecommunication
issn 1407-6179
publishDate 2021-02-01
description Vehicular queue length measurement is an important parameter to detect the traffic congestion, which is resulted from several issues such as traffic lights, accidents, and poor roads infrastructures. In this paper, a system in real-time is proposed to detect and measure the vehicular queue length at intersections. The proposed system consists of two main steps: the first step is the detection of queue by using frames differencing method to detect the motion in the target areas. If there is no a motion, then the second step is implemented to detect the vehicles in these areas by using Single Shot Multibox Detector (SSD) algorithm. If there are vehicles, that means the queue exists and the measurement process begins. Some modifications are applied on SSD algorithm to fit with in our system and to improve the accuracy of the vehicle detection process. The system is applied on videos obtained by stationary cameras. The experiments demonstrate that this system is able to accurately detect and measure the vehicular queue length.
topic image processing
vehicle detection
motion detection
queue length measurement
single shot multiboxs detector (ssd)
url https://doi.org/10.2478/ttj-2021-0003
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