On-road approaching motorcycle detection and tracking techniques: A survey

Driver Assistance System (DAS) plays a vital and promising role in most intelligent vehicles technologies by alerting the motorists about any possible collision. In such systems robustness, reliability and real-time detection are critical. This paper focused on on-road detection of approaching motor...

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Main Authors: Mukhtar, A., Xia, L., Boon, T.T., Abu Kassim, K.A.
Format: Conference or Workshop Item
Institution: Universiti Teknologi Petronas
Record Id / ISBN-0: utp-eprints.32510 /
Published: 2013
Online Access: https://www.scopus.com/inward/record.uri?eid=2-s2.0-84894197419&doi=10.1109%2fICCSCE.2013.6719933&partnerID=40&md5=ac5abbe22ea2bbce8153a55933259481
http://eprints.utp.edu.my/32510/
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id utp-eprints.32510
recordtype eprints
spelling utp-eprints.325102022-03-29T14:04:39Z On-road approaching motorcycle detection and tracking techniques: A survey Mukhtar, A. Xia, L. Boon, T.T. Abu Kassim, K.A. Driver Assistance System (DAS) plays a vital and promising role in most intelligent vehicles technologies by alerting the motorists about any possible collision. In such systems robustness, reliability and real-time detection are critical. This paper focused on on-road detection of approaching motorcycles, where sensor is preferably attached on the rear side of vehicle. More attention is given to the applicability of methods and technologies on motorcycle detection and recognition, as motorcycles are smaller and harder to be noticed by vehicle driver. First we discuss the problem of on-road motorcycle detection using different sensors followed by review of motorcycle detection research. Then, we discuss types of sensor to set the stage for vision-based motorcycle detection. Methods used for hypothesis generation (HG) and hypothesis verification (HV) are mentioned before the integration of detection and tracking systems. Finally, we present a critical overview of the methods discussed and assess the potential of these methodologies for the future research and applications. © 2013 IEEE. 2013 Conference or Workshop Item NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-84894197419&doi=10.1109%2fICCSCE.2013.6719933&partnerID=40&md5=ac5abbe22ea2bbce8153a55933259481 Mukhtar, A. and Xia, L. and Boon, T.T. and Abu Kassim, K.A. (2013) On-road approaching motorcycle detection and tracking techniques: A survey. In: UNSPECIFIED. http://eprints.utp.edu.my/32510/
institution Universiti Teknologi Petronas
collection UTP Institutional Repository
description Driver Assistance System (DAS) plays a vital and promising role in most intelligent vehicles technologies by alerting the motorists about any possible collision. In such systems robustness, reliability and real-time detection are critical. This paper focused on on-road detection of approaching motorcycles, where sensor is preferably attached on the rear side of vehicle. More attention is given to the applicability of methods and technologies on motorcycle detection and recognition, as motorcycles are smaller and harder to be noticed by vehicle driver. First we discuss the problem of on-road motorcycle detection using different sensors followed by review of motorcycle detection research. Then, we discuss types of sensor to set the stage for vision-based motorcycle detection. Methods used for hypothesis generation (HG) and hypothesis verification (HV) are mentioned before the integration of detection and tracking systems. Finally, we present a critical overview of the methods discussed and assess the potential of these methodologies for the future research and applications. © 2013 IEEE.
format Conference or Workshop Item
author Mukhtar, A.
Xia, L.
Boon, T.T.
Abu Kassim, K.A.
spellingShingle Mukhtar, A.
Xia, L.
Boon, T.T.
Abu Kassim, K.A.
On-road approaching motorcycle detection and tracking techniques: A survey
author_sort Mukhtar, A.
title On-road approaching motorcycle detection and tracking techniques: A survey
title_short On-road approaching motorcycle detection and tracking techniques: A survey
title_full On-road approaching motorcycle detection and tracking techniques: A survey
title_fullStr On-road approaching motorcycle detection and tracking techniques: A survey
title_full_unstemmed On-road approaching motorcycle detection and tracking techniques: A survey
title_sort on-road approaching motorcycle detection and tracking techniques: a survey
publishDate 2013
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-84894197419&doi=10.1109%2fICCSCE.2013.6719933&partnerID=40&md5=ac5abbe22ea2bbce8153a55933259481
http://eprints.utp.edu.my/32510/
_version_ 1741197743624290304
score 11.62408