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Retrospective analysis of time series for frame selection in surveillance video summarization
Gao, Zhen1,2; Lu, Guoliang1,2; Yan, Peng1,2; Wang, Liang3
2017-05-01
发表期刊SIGNAL IMAGE AND VIDEO PROCESSING
卷号11期号:4页码:581-588
文章类型Article
摘要In recent days, we have witnessed a dramatical growth of videos in various real-life scenarios. In this paper, we address the problem of surveillance video summarization. We present a new method of key-frame selection for this task: By virtue of retrospective analysis of time series, temporal cuts are first detected by sequentially measuring dissimilarities on a given video with threshold-based decision making; then, with the detected cuts, the video is segmented into a number of consecutive clips containing similar video contents; key frames are last selected by performing a typical clustering procedure in each resulted clip for final video summary. We have conducted extensive experiments on the benchmarking ViSOR dataset and the publicly available IVY LAB dataset. Excellent performances outperforming state-of-the-art competitors were demonstrated on key-frame selection for surveillance video summarization, which suggests good potentials of the proposed method in real-world applications.
关键词Video Summarization Retrospective Analysis Of Time Series Key-frame Selection Surveillance Videos
WOS标题词Science & Technology ; Technology
DOI10.1007/s11760-016-0997-z
收录类别SCI
语种英语
项目资助者National Natural Science Foundation of China(61403232 ; Natural Science Foundation of Shandong Province, China(ZR2014FQ025) ; Open Projects Program of National Laboratory of Pattern Recognition (NLPR) of China(20147346) ; 61327003)
WOS研究方向Engineering ; Imaging Science & Photographic Technology
WOS类目Engineering, Electrical & Electronic ; Imaging Science & Photographic Technology
WOS记录号WOS:000399455400001
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/21915
专题智能感知与计算研究中心
作者单位1.Shandong Univ, Sch Mech Engn, Jinan, Peoples R China
2.Minist Educ, Key Lab High Efficiency & Clean Mech Manufacture, Jinan, Peoples R China
3.Chinese Acad Sci CASIA, Inst Automat, Natl Lab Pattern Recognit, Beijing, Peoples R China
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Gao, Zhen,Lu, Guoliang,Yan, Peng,et al. Retrospective analysis of time series for frame selection in surveillance video summarization[J]. SIGNAL IMAGE AND VIDEO PROCESSING,2017,11(4):581-588.
APA Gao, Zhen,Lu, Guoliang,Yan, Peng,&Wang, Liang.(2017).Retrospective analysis of time series for frame selection in surveillance video summarization.SIGNAL IMAGE AND VIDEO PROCESSING,11(4),581-588.
MLA Gao, Zhen,et al."Retrospective analysis of time series for frame selection in surveillance video summarization".SIGNAL IMAGE AND VIDEO PROCESSING 11.4(2017):581-588.
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