Motion entropy feature and its applications to event-based segmentation of sports video

被引:23
作者
Chen, Chen-Yu [1 ]
Wang, Jia-Ching [1 ]
Wang, Jhing-Fa [1 ]
Hu, Yu-Hen [2 ]
机构
[1] Natl Cheng Kung Univ, Dept Elect Engn, Tainan 701, Taiwan
[2] Univ Wisconsin, Dept Elect & Comp Engn, Madison, WI 53706 USA
关键词
Video Sequence; Change Point; Object Motion; Full Article; Point Detection;
D O I
10.1155/2008/460913
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
An entropy-based criterion is proposed to characterize the pattern and intensity of object motion in a video sequence as a function of time. By applying a homoscedastic error model-based time series change point detection algorithm to this motion entropy curve, one is able to segment the corresponding video sequence into individual sections, each consisting of a semantically relevant event. The proposed method is tested on six hours of sports videos including basketball, soccer, and tennis. Excellent experimental results are observed. Copyright (C) 2008 Chen-Yu Chen et al.
引用
收藏
页数:8
相关论文
共 18 条
[1]  
[Anonymous], 1995, P IEEE INT C MULT CO
[2]   The robust estimation of multiple motions: Parametric and piecewise-smooth flow fields [J].
Black, MJ ;
Anandan, P .
COMPUTER VISION AND IMAGE UNDERSTANDING, 1996, 63 (01) :75-104
[3]   A unified approach to shot change detection and camera motion characterization [J].
Bouthemy, P ;
Gelgon, M ;
Ganansia, F .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 1999, 9 (07) :1030-1044
[4]  
COLDEFY F, 2004, P 12 ACM INT C MULT, P268
[5]  
Guralnik Valery, 1999, P 5 ACM SIGKDD INT C, P33, DOI DOI 10.1145/312129.312190
[6]   PARTITION REGRESSION [J].
GUTHERY, SB .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1974, 69 (348) :945-947
[7]   POINT ESTIMATION OF THE PARAMETERS OF PIECEWISE REGRESSION MODELS. [J].
Hawkins, Douglas M. .
1600, (25)
[8]  
Hawkins D. M., 1973, J INT ASS MATH GEOL, V5, P389
[9]   A novel video key-frame-extraction algorithm based on perceived motion energy model [J].
Liu, TM ;
Zhang, HJ ;
Qi, FH .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2003, 13 (10) :1006-1013
[10]   Desensitization of T lymphocyte function by CXCR3 ligands in human hepatocellular carcinoma [J].
Liu, Yu-Qing ;
Poon, Ronnie T. ;
Hughes, Jeremy ;
Li, Qin-Yu ;
Yu, Wan-Ching ;
Fan, Sheung-Tat .
WORLD JOURNAL OF GASTROENTEROLOGY, 2005, 11 (02) :164-170