ISCAS OpenIR
a generalized mean shift tracking algorithm
Chen JianJun; Zhang SuoFei; An GuoCheng; Wu ZhenYang
2011
发表期刊SCIENCE CHINA-INFORMATION SCIENCES
ISSN1674-733X
卷号54期号:11页码:2373-2385
摘要~~; CAMSHIFT algorithm and Comaniciu/Meer algorithm are two fundamental frameworks of mean shift procedure for video target tracking. This paper generalizes the two well-known mean shift tracking algorithms, originally due to Bradski and Comaniciu/Meer. A new general similarity function which defines the distance between the target model and target candidate is employed to calculate the pixel weights and the target location. The target size is iteratively estimated and updated based on the zeroth order moment of the pixel weights. Then we prove that both the CAMSHIFT algorithm and the Comaniciu/Meer algorithm can be included in the generalized mean shift tracking framework. The tracking performances of three mean shift algorithms in the unified framework are shown and compared in the experimental results.
收录类别SCI ; CNKI
关键词计算机系统应用 稿约
部门归属Chen JianJun; Zhang SuoFei; Wu ZhenYang Southeast Univ Sch Informat Sci & Engn Nanjing 210096 Peoples R China. An GuoCheng Chinese Acad Sci Inst Software Intelligence Engn Lab Beijing 100190 Peoples R China. Wu ZhenYang Southeast Univ Key Lab Underwater Acoust Signal Proc Minist Educ Nanjing 210096 Peoples R China. Chen JianJun Nanjing Res Inst Elect Technol Nanjing 210013 Peoples R China.
学科领域Computer Science
资助者Open Research Foundation of Key Laboratory of Underwater Acoustic Signal Processing of Ministry of EducationUASP1004; National Natural Science Foundation of China60672094; National Basic Research Program of China2009CB320804; China Postdoctoral Science Foundation20100470588
语种英语
WOS记录号WOS:000297709100013
引用统计
内容类型期刊论文
URI标识http://ir.iscas.ac.cn/handle/311060/16141
专题中国科学院软件研究所
推荐引用方式
GB/T 7714
Chen JianJun,Zhang SuoFei,An GuoCheng,et al. a generalized mean shift tracking algorithm[J]. SCIENCE CHINA-INFORMATION SCIENCES,2011,54(11):2373-2385.
APA Chen JianJun,Zhang SuoFei,An GuoCheng,&Wu ZhenYang.(2011).a generalized mean shift tracking algorithm.SCIENCE CHINA-INFORMATION SCIENCES,54(11),2373-2385.
MLA Chen JianJun,et al."a generalized mean shift tracking algorithm".SCIENCE CHINA-INFORMATION SCIENCES 54.11(2011):2373-2385.
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