Object tracking using improved Camshift with SURF method

Jianhong Li*, Ji Zhang, Zhenhuan Zhou, Wei Guo, Bo Wang, Qingjie Zhao

*此作品的通讯作者

科研成果: 书/报告/会议事项章节会议稿件同行评审

16 引用 (Scopus)
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摘要

Camshift is an effective algorithm for real time dynamic target tracking applications, which only uses color features and is sensitive to illumination and some other environment factors. When similar color existing in the background, traditional Camshift algorithm may fail, that is the target getting lost. To solve the problem, an improved Camshift algorithm is firstly proposed in this paper to reduce the influence of illumination interference. Besides, a method judging whether the target is lost is also proposed. Once the target is judged lost, the Speeded Up Robust Features (SURF) is utilized to find it again and the improved Camshift keeps on tracking the target continuously. SURF is invariant to scale, rotation and translation of images. We program in C++ based on OpenCV. The results prove that the proposed method is more robust than the traditional Camshift and give better tracking performance than some other improved methods.

源语言英语
主期刊名Proceedings - 2011 IEEE International Workshop on Open-Source Software for Scientific Computation, OSSC-2011
136-141
页数6
DOI
出版状态已出版 - 2011
活动2011 IEEE International Workshop on Open-Source Software for Scientific Computation, OSSC-2011 - Beijing, 中国
期限: 12 10月 201114 10月 2011

出版系列

姓名Proceedings - 2011 IEEE International Workshop on Open-Source Software for Scientific Computation, OSSC-2011

会议

会议2011 IEEE International Workshop on Open-Source Software for Scientific Computation, OSSC-2011
国家/地区中国
Beijing
时期12/10/1114/10/11

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引用此

Li, J., Zhang, J., Zhou, Z., Guo, W., Wang, B., & Zhao, Q. (2011). Object tracking using improved Camshift with SURF method. 在 Proceedings - 2011 IEEE International Workshop on Open-Source Software for Scientific Computation, OSSC-2011 (页码 136-141). 文章 6184709 (Proceedings - 2011 IEEE International Workshop on Open-Source Software for Scientific Computation, OSSC-2011). https://doi.org/10.1109/OSSC.2011.6184709