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混合高斯模型与CamShift算法结合的台球跟踪方法

袁伟 王朝立 张旭飞

微型电脑应用2013,Vol.29Issue(2):10-12,3.
微型电脑应用2013,Vol.29Issue(2):10-12,3.

混合高斯模型与CamShift算法结合的台球跟踪方法

Tracking of Billiard Based on CamShift Algorithm Combined with Gaussian Mixture Model

袁伟 1王朝立 1张旭飞1

作者信息

  • 1. 上海理工大学光电信息与计算机工程学院,上海,200093
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摘要

Abstract

Traditional CamShift algorithm is an algorithm based on color information,it will appear to inaccurate tracking in the algorithm if the background and the target have similar color,and the automatic tracking also can't be achieved.To be aimed at the two shortcomings,in this paper,the tracking algorithm is improved by using Gaussian mixture model which is used to detect moving targets and find the contours.Then much better results and contours with morphological transformation in image processing are obtained.After that,CamShift algorithm is used to track the detected targets,what more,this paper uses Kalman prediction algorithm in the program so that the position of the targets can be estimated and tracking accuracy is improved.The experimental results prove that the method is effective and accesses to automatic tracking of the multi-targets.

关键词

混合高斯模型/CamShift算法/轮廓检测/多目标跟踪

Key words

Gaussian Mixture Model/ CamShift Algorithm/ Contour Detection/ Multi-target Tracking

分类

机械制造

引用本文复制引用

袁伟,王朝立,张旭飞..混合高斯模型与CamShift算法结合的台球跟踪方法[J].微型电脑应用,2013,29(2):10-12,3.

基金项目

国家自然科学基金项目(60874002) (60874002)

上海市教委重点科技创新项目 ()

微型电脑应用

OACSTPCD

1007-757X

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