A real-time detector for parked vehicles based on hybrid background modeling
Pun C.-M.; Lin C.
2016-08-01
Source PublicationJournal of Visual Communication and Image Representation
ISSN10959076 10473203
Volume39Pages:82-92
Abstract

In this paper, a real-time detection system based on hybrid background modeling is proposed for detecting parked vehicles along the side of a road. The hybrid background model consists of three components: (1) a scene background model, (2) a computed restricted area map, and (3) a dynamic threshold curve for vehicles. By exploiting the motion information of normal activity in the scene, we propose a hybrid background model that determines the location of the road, estimates the roadside and generates the adaptive threshold of the vehicle size. The system triggers a notification when a large vehicle-like foreground object has been stationary for more than a pre-set number of video frames (or time). The proposed method is tested on the AVSS 2007 PV dataset. The results are satisfactory compared to other state-of-the-art methods.

KeywordAdaptive Threshold Background Subtraction Hybrid Background Model Parked Vehicle
DOI10.1016/j.jvcir.2016.05.009
URLView the original
WOS Research AreaComputer Science
WOS SubjectComputer Science, Information Systems ; Computer Science, Software Engineering
WOS IDWOS:000379450900008
PublisherACADEMIC PRESS INC ELSEVIER SCIENCE
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Cited Times [WOS]:4   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
CollectionDEPARTMENT OF COMPUTER AND INFORMATION SCIENCE
Corresponding AuthorPun C.-M.
AffiliationDepartment of Computer and Information Science, University of Macau, Macau
First Author AffilicationUniversity of Macau
Corresponding Author AffilicationUniversity of Macau
Recommended Citation
GB/T 7714
Pun C.-M.,Lin C.. A real-time detector for parked vehicles based on hybrid background modeling[J]. Journal of Visual Communication and Image Representation,2016,39:82-92.
APA Pun C.-M.,&Lin C..(2016).A real-time detector for parked vehicles based on hybrid background modeling.Journal of Visual Communication and Image Representation,39,82-92.
MLA Pun C.-M.,et al."A real-time detector for parked vehicles based on hybrid background modeling".Journal of Visual Communication and Image Representation 39(2016):82-92.
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