Context-based reasoning using ontologies to adapt visual tracking in surveillance

被引:8
作者
Gomez-Romero, Juan [1 ]
Patricio, Miguel A. [1 ]
Garcia, Jesus [1 ]
Molina, Jose M. [1 ]
机构
[1] Univ Carlos III Madrid, Appl Artificial Intelligence Grp, Colmenarejo, Spain
来源
AVSS: 2009 6TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE | 2009年
关键词
object tracking; context; ontologies; automatic reasoning;
D O I
10.1109/AVSS.2009.21
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Classical tracking methods are often insufficient when dealing with complex scenarios. In order to solve tracking errors, innovative techniques based on the use of information about the context of the scene have been proposed. Context information ranges from precise measures computed on the pixels of the object neighborhood to high level representations of the entities and the activities of the scene. In this work, we focus on the second approach and propose an ontology-based extension of a general tracking procedure that reasons with abstract context descriptions to improve its accuracy. We describe the design of this extension and how reasoning is performed, as well as its advantages in surveillance scenarios.
引用
收藏
页码:226 / 231
页数:6
相关论文
共 21 条
[1]  
[Anonymous], 2006, Defining nary relations on the semantic web. W3C.org
[2]  
Brdiczka O, 2006, INT C PATT RECOG, P1175
[3]  
BREMOND F, 1996, P ECCV WORKSH CONC D
[4]  
Das S, 2008, ARTECH HSE ELEC WARF, P1
[5]   Knowledge-assisted semantic video object detection [J].
Dasiopoulou, S ;
Mezaris, V ;
Kompatsiaris, I ;
Papastathis, VK ;
Strintzis, MG .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2005, 15 (10) :1210-1224
[6]   Knowledge-directed vision: Control, learning, and integration [J].
Draper, BA ;
Hanson, AR ;
Riseman, EM .
PROCEEDINGS OF THE IEEE, 1996, 84 (11) :1625-1637
[7]  
ELSENBROICH C, 2006, P OWL EXP DIR WORKSH
[8]   Ontologies and the Semantic Web [J].
Horrocks, Ian .
COMMUNICATIONS OF THE ACM, 2008, 51 (12) :58-67
[9]  
Huang Y, 2002, INT C PATT RECOG, P552, DOI 10.1109/ICPR.2002.1044791
[10]  
LLINAS J, 2004, P 7 INT C INF FUS ST, P1218