CASIA OpenIR  > 智能感知与计算研究中心
Retrospective analysis of time series for frame selection in surveillance video summarization
Gao, Zhen1,2; Lu, Guoliang1,2; Yan, Peng1,2; Wang, Liang3
Source PublicationSIGNAL IMAGE AND VIDEO PROCESSING
2017-05-01
Volume11Issue:4Pages:581-588
SubtypeArticle
AbstractIn 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.
KeywordVideo Summarization Retrospective Analysis Of Time Series Key-frame Selection Surveillance Videos
WOS HeadingsScience & Technology ; Technology
DOI10.1007/s11760-016-0997-z
Indexed BySCI
Language英语
Funding OrganizationNational 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 Research AreaEngineering ; Imaging Science & Photographic Technology
WOS SubjectEngineering, Electrical & Electronic ; Imaging Science & Photographic Technology
WOS IDWOS:000399455400001
Citation statistics
Cited Times:3[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/21915
Collection智能感知与计算研究中心
Affiliation1.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
Recommended Citation
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.
Files in This Item:
There are no files associated with this item.
Related Services
Recommend this item
Bookmark
Usage statistics
Export to Endnote
Google Scholar
Similar articles in Google Scholar
[Gao, Zhen]'s Articles
[Lu, Guoliang]'s Articles
[Yan, Peng]'s Articles
Baidu academic
Similar articles in Baidu academic
[Gao, Zhen]'s Articles
[Lu, Guoliang]'s Articles
[Yan, Peng]'s Articles
Bing Scholar
Similar articles in Bing Scholar
[Gao, Zhen]'s Articles
[Lu, Guoliang]'s Articles
[Yan, Peng]'s Articles
Terms of Use
No data!
Social Bookmark/Share
All comments (0)
No comment.
 

Items in the repository are protected by copyright, with all rights reserved, unless otherwise indicated.