Retrospective analysis of time series for frame selection in surveillance video summarization
文献类型：期刊论文
| 作者 | Gao, Zhen1,2; Lu, Guoliang1,2; Yan, Peng1,2 ; Wang, Liang3
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| 刊名 | SIGNAL IMAGE AND VIDEO PROCESSING
 |
| 出版日期 | 2017-05-01 |
| 卷号 | 11期号:4页码:581-588 |
| 关键词 | Video Summarization Retrospective Analysis Of Time Series Key-frame Selection Surveillance Videos |
| DOI | 10.1007/s11760-016-0997-z |
| 文献子类 | Article |
| 英文摘要 | 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. |
| WOS研究方向 | Engineering ; Imaging Science & Photographic Technology |
| 语种 | 英语 |
| WOS记录号 | WOS:000399455400001 |
| 资助机构 | 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) |
| 源URL | [http://ir.ia.ac.cn/handle/173211/21915]  |
| 专题 | 自动化研究所_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 |
| 推荐引用方式 GB/T 7714 | 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. |
入库方式： OAI收割
来源：自动化研究所
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