Automatic Classification of Abandoned Objects for Surveillance of Public Premises

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Show simple item record Otoom, Ahmed en_US Gunes, Hatice en_US Piccardi, Massimo en_US
dc.contributor.editor Li, Dongguang; Deng, Guang; Wang, Yuanquan en_US 2010-07-15T07:28:35Z 2010-07-15T07:28:35Z 2008 en_US
dc.identifier 2007002416 en_US
dc.identifier.citation Otoom Ahmed, Gunes Hatice, and Piccardi Massimo 2008, 'Automatic Classification of Abandoned Objects for Surveillance of Public Premises', IEEE, Piscataway, NJ, USA, pp. 542-549. en_US
dc.identifier.issn 978-0-7695-3119-9 en_US
dc.identifier.other E1 en_US
dc.description.abstract One of the core components of any visual surveillance system is object classification, where detected objects are classified into different categories of interest. Although in airports or train stations, abandoned objects are mainly luggage or trolleys, none of the existing works in the literature have attempted to classify or recognize trolleys. In this paper, we analyzed and classified images of trolley(s), bag(s), single person(s), and group(s) of people by using various shape features with a number of uncluttered and cluttered images and applied multi-frame integration to overcome partial occlusions and obtain better recognition results. We also tested the proposed techniques on data extracted from a well-recognized and recent data set, PETS 2007 benchmark data set [16]. Our experimental results show that the features extracted are invariant to data set and classification scheme chosen. For our four-class object recognition problem, we achieved an average recognition accuracy of 70%. en_US
dc.language en_US
dc.publisher IEEE en_US
dc.relation.hasversion Accepted manuscript version en_US
dc.relation.isbasedon en_US
dc.title Automatic Classification of Abandoned Objects for Surveillance of Public Premises en_US
dc.parent The 2008 International Congress on Image and Signal Processing (CISP2008) - Vol 4 en_US
dc.journal.volume en_US
dc.journal.number en_US
dc.publocation Piscataway, NJ, USA en_US
dc.identifier.startpage 542 en_US
dc.identifier.endpage 549 en_US INEXT Research Strength Core en_US
dc.conference Verified OK en_US
dc.for 080109 en_US
dc.personcode 10273819 en_US
dc.personcode 034144 en_US
dc.personcode 020073 en_US
dc.percentage 40 en_US Pattern Recognition and Data Mining en_US
dc.classification.type FOR-08 en_US
dc.edition en_US
dc.custom International Congress on Image and Signal Processing en_US 20080527 en_US
dc.location.activity Sanya, Hainan, China en_US
dc.description.keywords Abandoned object occlusion handling video surveillance en_US
dc.staffid en_US
dc.staffid 020073 en_US

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