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Categorizing video shots by utilizing SVM and wavelet
Jiang, Haina; Xia, Xiquan
2011
会议录名称Proceedings of SPIE - The International Society for Optical Engineering
卷号8335
会议名称2012 International Workshop on Image Processing and Optical Engineering
会议日期January 9, 2012 - January 10, 2012
会议地点Harbin, China
会议录编者/会议主办者et al. ; Harbin Engineering University ; Harbin Normal University ; Harbin University of Science and Technology ; HeiLongJing University ; Northeast Forestry University
出版者SPIE
摘要Shots classification plays an important role in well indexing, browsing and retrieving video content. By that, the large amount of video content can be efficiently indexed, and then, it can provide convenience for managing video. In this paper, edge features are firstly extracted by wavelet, which can not only reduce amount of shots data but also preserve the important structural properties of shots. And then, to reflect local properties of shots, ratio of edge pixels in each sub-window is calculated. After that, color moments are computed to reduce loss of global properties, which can assist edge features in well indexing shots. Finally, support vector machine (SVM), which has a very good performance on pattern recognition, is employed to classify shots. Experimental results demonstrate that this method can efficiently categorize video shots and satisfy the basic needs of shots classification. © 2011 Copyright Society of Photo-Optical Instrumentation Engineers (SPIE).
关键词Classification (of information) Indexing (of information) Optical data processing Pattern recognition Video recording Color moments Decision functions edge shots wavelet
DOI10.1117/12.917663
收录类别EI
语种英语
EI入藏号20120514723064
原始文献类型Conference article (CA)
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被引频次[WOS]:0   [WOS记录]     [WOS相关记录]
文献类型会议论文
条目标识符https://ir.cqcet.edu.cn/handle/39TD4454/3251
专题通信工程学院
电子与物联网学院
作者单位Chongqing College of Electronic Engineering, Chongqing, 401331, China
第一作者单位重庆电子科技职业大学
推荐引用方式
GB/T 7714
Jiang, Haina,Xia, Xiquan. Categorizing video shots by utilizing SVM and wavelet[C]//et al., Harbin Engineering University, Harbin Normal University, Harbin University of Science and Technology, HeiLongJing University, Northeast Forestry University:SPIE,2011.
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