Efficient processing of video containment queries by using composite ordinal features

被引:2
|
作者
Seo, Jung Hyuk [1 ]
Kim, Myoung Ho [1 ]
机构
[1] Korea Adv Inst Sci & Technol, Sch Comp, 373-1 Guseong Dong, Daejeon 305701, South Korea
关键词
Content-based video retrieval; Ordinal feature; Video sequence matching; Video indexing; SEARCH;
D O I
10.1007/s11042-016-3270-0
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Video containment queries find the videos that have similar sequence of frames to query video clips. Applying sequence matching to all possible subsequences for video containment queries is computationally expensive for large volumes of video data. In this paper, we propose an efficient candidate segment selection scheme, which selects only a small set of subsequences to be matched to the query sequence, by using a cluster of similar frames, called a frame cluster. We also propose a new type of the ordinal feature, called a composite ordinal feature that allows multiple ranks to certain cells. In experiments with large scale video data sets, we show our method improves the query response time by efficiently selecting a set of subsequences for sequence matching.
引用
收藏
页码:2891 / 2910
页数:20
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