Events Detection Using a Video-Surveillance Ontology and a Rule-Based Approach

被引:16
作者
Tani, Mohammed Yassine Kazi [1 ]
Lablack, Adel [2 ]
Ghomari, Abdelghani [1 ]
Bilasco, Ioan Marius [2 ]
机构
[1] Univ ES Senia, RIIR Lab, Oran, Algeria
[2] Univ Lille 1, Lab Informat Fondamentale Lille, Lille, France
来源
COMPUTER VISION - ECCV 2014 WORKSHOPS, PT II | 2015年 / 8926卷
关键词
Ontology; Video surveillance; Blobs; Rules;
D O I
10.1007/978-3-319-16181-5_21
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose the use of a Video-surveillance Ontology and a rule-based approach to detect an event. The scene is described using the concepts presented in the ontology. Then, the blobs are extracted from the video stream and are represented using the bounding boxes that enclose them. Finally, a set of rules have been proposed and have been applied to videos selected from PETS 2012 challenge that contain multiple objects events (e.g. Group walking, Group splitting, etc.).
引用
收藏
页码:299 / 308
页数:10
相关论文
共 21 条
[1]  
[Anonymous], 2012, PETS 2012 CHALLENGE
[2]   Semantic annotation and retrieval of video events using multimedia ontologies [J].
Bagdanov, Andrew D. ;
Bertini, Marco ;
Del Birnbo, Alberto ;
Serra, Giuseppe ;
Torniai, Carlo .
ICSC 2007: INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING, PROCEEDINGS, 2007, :713-+
[3]   Semantic annotation of soccer videos by visual instance clustering and spatial/temporal reasoning in ontologies [J].
Ballan, Lamberto ;
Bertini, Marco ;
Del Bimbo, Alberto ;
Serra, Giuseppe .
MULTIMEDIA TOOLS AND APPLICATIONS, 2010, 48 (02) :313-337
[4]  
Bertini Marco, 2008, 2 ACM WORKSH MULT SE
[5]  
Bertini Marco., 2007, MIR 07, P47
[6]   An Ontology for Event Detection and its Application in Surveillance Video [J].
Carlos SanMiguel, Juan ;
Martinez, Jose M. ;
Garcia, Alvaro .
AVSS: 2009 6TH IEEE INTERNATIONAL CONFERENCE ON ADVANCED VIDEO AND SIGNAL BASED SURVEILLANCE, 2009, :220-225
[7]   An evaluation of the effectiveness of color attributes for video indexing [J].
Chupeau, B ;
Forest, R .
STORAGE AND RETRIEVAL FOR MEDIA DATABASES 2001, 2001, 4315 :470-481
[8]   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
[9]  
Del Bimbo Alberto, 2001, ICME, P413
[10]  
Di Stefano L., 2002, INT C KNOWL BAS INT