Effectively Discriminating Fighting Shots in Action Movies | |
Ma, Shu-Gao1,2; Wang, Wei-Qiang1,3 | |
刊名 | JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY
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2011 | |
卷号 | 26期号:1页码:187-194 |
关键词 | video analysis motion concept learning |
ISSN号 | 1000-9000 |
DOI | 10.1007/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 |
推荐引用方式 GB/T 7714 | 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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