仇森

个人信息Personal Information

副教授

硕士生导师

主要任职:控制科学与工程学院副院长

性别:男

毕业院校:大连理工大学

学位:博士

所在单位:控制科学与工程学院

学科:控制理论与控制工程

办公地点:海山楼 A315

联系方式:+86 壹5042426629

电子邮箱:qiu@dlut.edu.cn

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An improved particle filter for multi-feature tracking application

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论文类型:会议论文

发表时间:2012-07-16

收录刊物:EI、Scopus

页面范围:522-527

摘要:In order to improve the accuracy and robustness of real-time tracking system, this paper presents new methods for efficient object tracking in video sequences using multiple features and particle filter. Based on the problem that tracking with a single feature is susceptible to interference, the color and edge orientation features are combined under the particle filtering framework, and an adaptive feature-weight assignment approach is also proposed in the process of feature fusion. In the prediction period of particle filter algorithm, the mean-shift method is used to improve the particle swarm optimization algorithm. In this way, the number of effective particles is increased and the real-time performance of the tracking system is improved. Experiment results show that the proposed tracking system is more accurate and more efficient than the traditional color feature based mean-shift algorithm. ? 2012 IEEE.