个人信息Personal Information
教授
博士生导师
硕士生导师
主要任职:未来技术学院/人工智能学院执行院长
性别:男
毕业院校:大连理工大学
学位:博士
所在单位:信息与通信工程学院
学科:信号与信息处理
办公地点:大连理工大学未来技术学院/人工智能学院218
联系方式:****
电子邮箱:lhchuan@dlut.edu.cn
COMPLEMENTARY VISUAL TRACKING
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论文类型:会议论文
发表时间:2011-09-11
收录刊物:EI、CPCI-S、Scopus
页面范围:477-480
关键字:visual tracking; object tracking; superpixel; Incremental PCA; multi-state particle filter; SBPMC
摘要:In this paper, we propose a tracking algorithm which combines two complementary trackers together to supervise each other in dealing with different tracking problems. We design a region tracker based on high-level structure information (incremental PCA), and an object tracker based on mid-level visual cues, and adopt multi-state particle filter to integrate them into a robust tracking framework. While region tracker is more robust to scaling and in-plane rotation, object tracker is more competent in dealing with out-of-plane rotation and deformation. Experiment shows that these two tracker supervise each other against different challenges, and our Complementary Visual Tracking (CVT) framework can resist scaling, deformation, in-plane rotation and out-of-plane rotation simultaneously.