中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
Deformable target tracking method based on Lie algebra

文献类型:会议论文

作者Liu YP(刘云鹏); Shi ZL(史泽林); Li GW(李广伟)
出版日期2007
会议名称5th International Symposium on Multispectral Image Processing and Pattern Recognition
会议日期November 15-17, 2007
会议地点Wuhan, China
关键词Lie group Lie algebra target tracking Gabor feature Manifold exponential mapping
页码78617-78617
中文摘要Conventional approaches to object tracking use area correlation, but they are difficult to solve the problem of deformation of object region during tracking. A novel target tracking method based on Lie algebra is presented. We use Gabor feature as target token, model deformation using affine Lie group, and optimize parameters directly on manifold, which can be solved by exponential mapping between Lie Group and its Lie algebra. We analyze the essence of our method and test the algorithm using real image sequences. The experimental results demonstrate that Lie algebra method outperforms other traditional algorithms in efficiency, stabilization and accuracy.
收录类别EI ; CPCI(ISTP)
产权排序1
会议主办者SPIE, State Key Lab Multi Spectral Informat Proc Technol, Chinese Educ Minist Key Lab Image Proc & Intelligence Control, Huazhong Univ Sci & Technol
会议录MIPPR 2007: AUTOMATIC TARGET RECOGNITION AND IMAGE ANALYSIS; AND MULTISPECTRAL IMAGE ACQUISITION, PTS 1 AND 2
会议录出版者SPIE-INT SOC OPTICAL ENGINEERING
会议录出版地BELLINGHAM
语种英语
ISSN号0277-786X
ISBN号978-0-8194-6950-2
WOS记录号WOS:000253700100042
源URL[http://ir.sia.cn/handle/173321/7967]  
专题沈阳自动化研究所_光电信息技术研究室
推荐引用方式
GB/T 7714
Liu YP,Shi ZL,Li GW. Deformable target tracking method based on Lie algebra[C]. 见:5th International Symposium on Multispectral Image Processing and Pattern Recognition. Wuhan, China. November 15-17, 2007.

入库方式: OAI收割

来源:沈阳自动化研究所

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