Video summarization and retrieval using singular value decomposition

被引:35
作者
Gong, YH [1 ]
Liu, X [1 ]
机构
[1] NEC Labs Amer, Cupertino, CA 95014 USA
关键词
video summarization; video retrieval; singular value decomposition; color histograms;
D O I
10.1007/s00530-003-0086-3
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose novel video summarization and retrieval systems based on unique properties from singular value decomposition (SVD). Through mathematical analysis, we derive the SVD properties that capture both the temporal and spatial characteristics of the input video in the singular vector space. Using these SVD properties, we are able to summarize a video by outputting a motion video summary with the user-specified length. The motion video summary aims to eliminate visual redundancies while assigning equal show time to equal amounts of visual content for the original video program. On the other hand, the same SVD properties can also be used to categorize and retrieve video shots based on their temporal and spatial characteristics. As an extended application of the derived SVD properties, we propose a system that is able to retrieve video shots according to their degrees of visual change's, color distribution uniformities, and visual similarities.
引用
收藏
页码:157 / 168
页数:12
相关论文
共 22 条
[1]  
ANER A, 2002, P IEEE INT C MULT EX
[2]   Next-generation content representation, creation, and searching for new-media applications in education [J].
Chang, SF ;
Eleftheriadis, A ;
Mcclintock, R .
PROCEEDINGS OF THE IEEE, 1998, 86 (05) :884-904
[3]  
DEERWESTER S, 1990, J AM SOC INFORM SCI, V41, P391, DOI 10.1002/(SICI)1097-4571(199009)41:6<391::AID-ASI1>3.0.CO
[4]  
2-9
[5]  
DEMENTHON D, 1998, LAMPTR018 U MAR LANG
[6]  
FARIN D, 2002, P IEEE INT C MULT EX
[7]   Multiscale content extraction and representation for video indexing [J].
Ferman, AM ;
Tekalp, AM .
MULTIMEDIA STORAGE AND ARCHIVING SYSTEMS II, 1997, 3229 :23-31
[8]  
GELGON M, 1998, P EUR C COMP VIS ECC
[9]  
GIRGENSOHN A, 1999, P IEEE MULT COMP SYS
[10]  
Golub G. H., 2013, Matrix Computations