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Extracting representative motion flows for effective video retrieval
Zhao, Zhe ; Cui, Bin ; Cong, Gao ; Huang, Zi ; Shen, Heng Tao
刊名multimedia tools and applications
2012
关键词Video retrieval Content feature Motion flow Trajectory matching MOVING-OBJECTS MODELS SEQUENCES IMAGE
DOI10.1007/s11042-011-0763-8
英文摘要In this paper, we propose a novel motion-based video retrieval approach to find desired videos from video databases through trajectory matching. The main component of our approach is to extract representative motion features from the video, which could be broken down to the following three steps. First, we extract the motion vectors from each frame of videos and utilize Harris corner points to compensate the effect of the camera motion. Second, we find interesting motion flows from frames using sliding window mechanism and a clustering algorithm. Third, we merge the generated motion flows and select representative ones to capture the motion features of videos. Furthermore, we design a symbolic based trajectory matching method for effective video retrieval. The experimental results show that our algorithm is capable to effectively extract motion flows with high accuracy and outperforms existing approaches for video retrieval.; http://gateway.webofknowledge.com/gateway/Gateway.cgi?GWVersion=2&SrcApp=PARTNER_APP&SrcAuth=LinksAMR&KeyUT=WOS:000303507900011&DestLinkType=FullRecord&DestApp=ALL_WOS&UsrCustomerID=8e1609b174ce4e31116a60747a720701 ; Computer Science, Information Systems; Computer Science, Software Engineering; Computer Science, Theory & Methods; Engineering, Electrical & Electronic; SCI(E); EI; 0; ARTICLE; 3; 687-711; 58
语种英语
内容类型期刊论文
源URL[http://ir.pku.edu.cn/handle/20.500.11897/152489]  
专题信息科学技术学院
推荐引用方式
GB/T 7714
Zhao, Zhe,Cui, Bin,Cong, Gao,et al. Extracting representative motion flows for effective video retrieval[J]. multimedia tools and applications,2012.
APA Zhao, Zhe,Cui, Bin,Cong, Gao,Huang, Zi,&Shen, Heng Tao.(2012).Extracting representative motion flows for effective video retrieval.multimedia tools and applications.
MLA Zhao, Zhe,et al."Extracting representative motion flows for effective video retrieval".multimedia tools and applications (2012).
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