Deformable target tracking method based on Lie algebra
文献类型:会议论文
作者 | Liu YP(刘云鹏)![]() ![]() ![]() |
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
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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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