Effectively Discriminating Fighting Shots in Action Movies
Ma, Shu-Gao1,2; Wang, Wei-Qiang1,3
刊名JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
2011
卷号26期号:1页码:187-194
关键词video analysis motion concept learning
ISSN号1000-9000
DOI10.1007/s11390-011-1121-z
英文摘要Fighting shots are the highlights of action movies and an effective approach to discriminating fighting shots is very useful for many applications, such as movie trailer construction, movie content filtering, and movie content retrieval. In this paper, we present a novel method for this task. Our approach first extracts the reliable motion information of local invariant features through a robust keypoint tracking computation; then foreground keypoints are distinguished from background keypoints by a sophisticated voting process; further, the parameters of the camera motion model is computed based on the motion information of background keypoints, and this model is then used as a reference to compute the actual motion of foreground keypoints; finally, the corresponding feature vectors are extracted to characterizing the motions of foreground keypoints, and a support vector machine (SVM) classifier is trained based on the extracted feature vectors to discriminate fighting shots. Experimental results on representative action movies show our approach is very effective.
资助项目National High Technology Research and Development 863 Program of China[2006BAH02A24-2] ; National Natural Science Foundation of China[60873087]
WOS研究方向Computer Science
语种英语
出版者SCIENCE CHINA PRESS
WOS记录号WOS:000286866900017
内容类型期刊论文
源URL[http://119.78.100.204/handle/2XEOYT63/12630]  
专题中国科学院计算技术研究所期刊论文_英文
通讯作者Wang, Wei-Qiang
作者单位1.Chinese Acad Sci, Grad Univ, Sch Informat Sci & Engn, Beijing 100049, Peoples R China
2.Boston Univ, Dept Comp Sci, Boston, MA 02215 USA
3.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
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Ma, Shu-Gao,Wang, Wei-Qiang. Effectively Discriminating Fighting Shots in Action Movies[J]. JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,2011,26(1):187-194.
APA Ma, Shu-Gao,&Wang, Wei-Qiang.(2011).Effectively Discriminating Fighting Shots in Action Movies.JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY,26(1),187-194.
MLA Ma, Shu-Gao,et al."Effectively Discriminating Fighting Shots in Action Movies".JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY 26.1(2011):187-194.
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