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Conference Paper: Explicit contour model for vehicle tracking with automatic hypothesis validation
Title | Explicit contour model for vehicle tracking with automatic hypothesis validation |
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Authors | |
Keywords | Contour dynamics Parameterized templates Vehicle tracking Approximation theory Cameras |
Issue Date | 2005 |
Publisher | IEEE. The Journal's web site is located at http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000349 |
Citation | The IEEE International Conference on Image Processing (ICIP 2005), Genoa, Italy, 11-14 September 2005. In Proceedings of IEEE-ICIP, 2005, v. 2, p. 582-585 How to Cite? |
Abstract | This paper addresses the problem of vehicle tracking under a single static, uncalibrated camera without any constraints on the scene or on the motion direction of vehicles. We introduce an explicit contour model, which not only provides a good approximation to the contours of all classes of vehicles but also embeds the contour dynamics in its parameterized template. We integrate the model into a Bayesian framework with multiple cues for vehicle tracking, and evaluate the correctness of a target hypothesis, with the information implied by the shape, by monitoring any conflicts within the hypothesis of every single target as well as between the hypotheses of all targets. We evaluated the proposed method using some real sequences, and demonstrated its effectiveness in tracking vehicles, which have their shape changed significantly while moving on curly, uphills roads. © 2005 IEEE. |
Persistent Identifier | http://hdl.handle.net/10722/93289 |
ISSN | 2020 SCImago Journal Rankings: 0.315 |
References |
DC Field | Value | Language |
---|---|---|
dc.contributor.author | Yiu, BWS | en_HK |
dc.contributor.author | Wong, KYK | en_HK |
dc.contributor.author | Chin, FYL | en_HK |
dc.contributor.author | Chung, RHY | en_HK |
dc.date.accessioned | 2010-09-25T14:56:36Z | - |
dc.date.available | 2010-09-25T14:56:36Z | - |
dc.date.issued | 2005 | en_HK |
dc.identifier.citation | The IEEE International Conference on Image Processing (ICIP 2005), Genoa, Italy, 11-14 September 2005. In Proceedings of IEEE-ICIP, 2005, v. 2, p. 582-585 | en_HK |
dc.identifier.issn | 1522-4880 | en_HK |
dc.identifier.uri | http://hdl.handle.net/10722/93289 | - |
dc.description.abstract | This paper addresses the problem of vehicle tracking under a single static, uncalibrated camera without any constraints on the scene or on the motion direction of vehicles. We introduce an explicit contour model, which not only provides a good approximation to the contours of all classes of vehicles but also embeds the contour dynamics in its parameterized template. We integrate the model into a Bayesian framework with multiple cues for vehicle tracking, and evaluate the correctness of a target hypothesis, with the information implied by the shape, by monitoring any conflicts within the hypothesis of every single target as well as between the hypotheses of all targets. We evaluated the proposed method using some real sequences, and demonstrated its effectiveness in tracking vehicles, which have their shape changed significantly while moving on curly, uphills roads. © 2005 IEEE. | en_HK |
dc.language | eng | en_HK |
dc.publisher | IEEE. The Journal's web site is located at http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000349 | en_HK |
dc.relation.ispartof | Proceedings of the IEEE International Conference on Image Processing | en_HK |
dc.rights | ©2005 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE. | - |
dc.subject | Contour dynamics | - |
dc.subject | Parameterized templates | - |
dc.subject | Vehicle tracking | - |
dc.subject | Approximation theory | - |
dc.subject | Cameras | - |
dc.title | Explicit contour model for vehicle tracking with automatic hypothesis validation | en_HK |
dc.type | Conference_Paper | en_HK |
dc.identifier.openurl | http://library.hku.hk:4550/resserv?sid=HKU:IR&issn=1522-4880&volume=2&spage=582&epage=585&date=2005&atitle=Explicit+contour+model+for+vehicle+tracking+with+automatic+hypothesis+validation | - |
dc.identifier.email | Wong, KYK:kykwong@cs.hku.hk | en_HK |
dc.identifier.email | Chin, FYL:chin@cs.hku.hk | en_HK |
dc.identifier.email | Chung, RHY:hychung@cs.hku.hk | en_HK |
dc.identifier.authority | Wong, KYK=rp01393 | en_HK |
dc.identifier.authority | Chin, FYL=rp00105 | en_HK |
dc.identifier.authority | Chung, RHY=rp00219 | en_HK |
dc.description.nature | published_or_final_version | - |
dc.identifier.doi | 10.1109/ICIP.2005.1530122 | en_HK |
dc.identifier.scopus | eid_2-s2.0-33749600732 | en_HK |
dc.identifier.hkuros | 102846 | en_HK |
dc.relation.references | http://www.scopus.com/mlt/select.url?eid=2-s2.0-33749600732&selection=ref&src=s&origin=recordpage | en_HK |
dc.identifier.volume | 2 | en_HK |
dc.identifier.spage | 582 | en_HK |
dc.identifier.epage | 585 | en_HK |
dc.publisher.place | United States | en_HK |
dc.description.other | The IEEE International Conference on Image Processing (ICIP 2005), Genoa, Italy, 11-14 September 2005. In Proceedings of IEEE-ICIP, 2005, v. 2, p. 582-585 | - |
dc.identifier.scopusauthorid | Yiu, BWS=14833523800 | en_HK |
dc.identifier.scopusauthorid | Wong, KYK=24402187900 | en_HK |
dc.identifier.scopusauthorid | Chin, FYL=7005101915 | en_HK |
dc.identifier.scopusauthorid | Chung, RHY=14059962600 | en_HK |
dc.identifier.issnl | 1522-4880 | - |