ISCAS OpenIR
a generalized mean shift tracking algorithm
Chen JianJun; Zhang SuoFei; An GuoCheng; Wu ZhenYang
2011
SourceSCIENCE CHINA-INFORMATION SCIENCES
ISSN1674-733X
Volume54Issue:11Pages:2373-2385
English Abstract~~; 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.
Indexed TypeSCI ; CNKI
Keyword计算机系统应用 稿约
DepartmentChen 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.
SubjectComputer Science
SponsorshipOpen 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
Language英语
WOS IDWOS:000297709100013
Citation statistics
Content Type期刊论文
URIhttp://ir.iscas.ac.cn/handle/311060/16141
Collection中国科学院软件研究所
Recommended Citation
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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