Video shot detection and characterization for video databases

被引:133
作者
Patel, NV
Sethi, IK
机构
[1] Vis. and Neural Networks Laboratory, Department of Computer Science, Wayne State University, Detroit
[2] Department of Computer Science, Wayne State University, Detroit, MI
关键词
video databases; shot detection; MPEG; chi-square; motion classification; single feature decision trees;
D O I
10.1016/S0031-3203(96)00114-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The organization of Video information for video databases requires segmentation of a video into its constituent shots and their subsequent characterization in terms of content and camera work In this paper, we look at these two steps using compressed video data directly. For shot detection, we suggest a scheme consisting of comparing intensity, row, and column histograms of successive I frames of MPEG video using the chi-square test. For characterization of segmented shots, we address the problem of classifying shot motion into different categories using a set of features derived from motion vectors of P and B frames of MPEG video. The central component of the proposed shot motion characterization scheme is a decision tree classifier built through a process of supervised learning. Experimental results using a variety of videos are presented to demonstrate the effectiveness of performing shot detection and characterization directly on compressed video. (C) 1997 Pattern Recognition Society.
引用
收藏
页码:583 / 592
页数:10
相关论文
共 30 条
[1]  
ABE S, 1989, P C MACH INT VIS TOK, P355
[2]   THE AUTOMATIC REAL-TIME ANALYSIS OF FILM EDITING AND TRANSITION EFFECTS AND ITS APPLICATIONS [J].
AIGRAIN, P ;
JOLY, P .
COMPUTERS & GRAPHICS, 1994, 18 (01) :93-103
[3]  
Arijon D., 1976, Grammar of the film language
[4]  
ARMAN F, 1993, P 1 ACM INT C MULT A
[5]  
CHERFAOUI M, 1995, IS T SPIE P DIGITAL, V2419
[6]  
COLL D, 1976, IEEE T COMMUN, V26, P1201
[7]  
DAVENPORT G, 1991, COMPUT GRAPH-UK, V15, P67
[8]  
Hampapur A, 1995, SPIE, V2420, P292
[9]   ESTIMATION OF MOTION VECTORS AND THEIR APPLICATION TO SCENE RETRIEVAL [J].
IOKA, M ;
KUROKAWA, M .
MACHINE VISION AND APPLICATIONS, 1994, 7 (03) :199-208
[10]  
JUAN Y, 1995, IS T SPIE P DIGITAL, V2419