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基于二值掩码图像的粒子滤波目标跟踪快速算法

段苛苛 邰滢滢

计算机工程与应用2017,Vol.53Issue(22):16-20,5.
计算机工程与应用2017,Vol.53Issue(22):16-20,5.DOI:10.3778/j.issn.1002-8331.1709-0050

基于二值掩码图像的粒子滤波目标跟踪快速算法

ast particle filter algorithm for object tracking based on binary mask image

段苛苛 1邰滢滢1

作者信息

  • 1. 辽宁大学 信息学院,沈阳 110036
  • 折叠

摘要

Abstract

Particle filter algorithm is an important method in the field of moving object tracking. A fast particle filter algo-rithm for object tracking based on binary mask image is proposed to solve the large calculation and poor real-time prob-lems in traditional particle filter tracking algorithm. In the proposed algorithm, a binary mask image is generated in each frame processing stage of traditional particle filter, then combined with a weight selection method, the particles with low-er weight in the background of the mask are removed and the important particles with larger weight are retained. The pro-posed algorithm can effectively save the calculation cost by reducing the number of particles involved in calculation, and improve the real-time performance of object tracking. The experimental results compared with the traditional particle fil-ter algorithm show that the proposed algorithm can not only improve the tracking speed effectively, but also improve the tracking accuracy and robustness.

关键词

目标跟踪/粒子滤波/颜色直方图/二值掩码图像

Key words

object tracking/particle filter/color histogram/binary mask image

分类

信息技术与安全科学

引用本文复制引用

段苛苛,邰滢滢..基于二值掩码图像的粒子滤波目标跟踪快速算法[J].计算机工程与应用,2017,53(22):16-20,5.

基金项目

辽宁大学科研基金(科技类)项目(No.LDQN2015002) (科技类)

辽宁省教育厅科学研究一般项目(No.LYB201616). (No.LYB201616)

计算机工程与应用

OA北大核心CSCDCSTPCD

1002-8331

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