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基于核相关性滤波的长时间目标跟踪方法

陈均瑞 盛守照 李郴荣

舰船电子工程2019,Vol.39Issue(8):51-55,5.
舰船电子工程2019,Vol.39Issue(8):51-55,5.DOI:10.3969/j.issn.1672-9730.2019.08.013

基于核相关性滤波的长时间目标跟踪方法

Long-time Target Tracking Method Based on Kernel Correlation Filtering

陈均瑞 1盛守照 1李郴荣1

作者信息

  • 1. 南京航空航天大学 南京 210016
  • 折叠

摘要

Abstract

As the tracking target is easy to fail when it changes rapidly and the target can not be retracked after lost,a long-time target tracking algorithm based on kernel correlation filtering is proposed. The algorithm introduces the idea of multi-scale detection and searches the optimal scale of the tracking target,which effectively improves the robustness of the tracker when the target changes rapidly. At the same time,TLD algorithm framework is introduced,detection module and learning module are added,target is re-locked when the tracker fails to track,and extended Kalman filter is introduced to predict the detection scan?ning area,which can improve the speed and accuracy of the algorithm. The experimental results show that the long-time target track?ing algorithm based on correlation filtering can achieve stable long-time target tracking.

关键词

核相关性滤波/TLD/目标跟踪/多尺度检测

Key words

kernel correlation filtering/TLD/target tracking/multi-scale detection

分类

信息技术与安全科学

引用本文复制引用

陈均瑞,盛守照,李郴荣..基于核相关性滤波的长时间目标跟踪方法[J].舰船电子工程,2019,39(8):51-55,5.

基金项目

航空基金项目(编号:2016ZC52018)资助. (编号:2016ZC52018)

舰船电子工程

OACSTPCD

1672-9730

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