Video semantic content analysis based on ontology

被引:22
作者
Bai, Liang [1 ,2 ]
Lao, Songyang [1 ]
Jones, Gareth J. F. [2 ]
Smeaton, Alan F. [2 ]
机构
[1] Natl Univ Def Technol, Sch Informat Syst & Management, Changsha 410073, Peoples R China
[2] Dublin City Univ, Ctr Digital Video Proc, Dublin, Ireland
来源
IMVIP 2007: INTERNATIONAL MACHINE VISION AND IMAGE PROCESSING CONFERENCE, PROCEEDINGS | 2007年
基金
爱尔兰科学基金会; 中国国家自然科学基金;
关键词
D O I
10.1109/IMVIP.2007.13
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The rapid increase in the available amount of video data is creating a growing demand for efficient methods for understanding and managing it at the semantic level. New multimedia standards, such as MPEG-4 and MPEG-7, provide the basic functionalities in order to manipulate and transmit objects and metadata. But importantly, most of the content of video data at a semantic level is out of the scope of the standards. In this paper, a video semantic content analysis framework based on ontology is presented. Domain ontology is used to define high level semantic concepts and their relations in the context of the examined domain. And low-level features (e.g. visual and aural) and video content analysis algorithms are integrated into the ontology to enrich video semantic analysis. On is used for the ontology description. Rules in Description Logic are defined to describe how features and algorithms for video analysis should be applied according to different perception content and low-level features. Temporal Description Logic is used to describe the semantic events, and a reasoning algorithm is proposed for events detection. The proposed framework is demonstrated in a soccer video domain and shows promising results.
引用
收藏
页码:117 / +
页数:2
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