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检测识别跟踪分离的在线多样本视频目标跟踪

刘国营 陈秀宏 庄甘霖

计算机工程2012,Vol.38Issue(23):194-197,4.
计算机工程2012,Vol.38Issue(23):194-197,4.DOI:10.3969/j.issn.1000-3428.2012.23.048

检测识别跟踪分离的在线多样本视频目标跟踪

Online Multiple Sample Video Target Tracking with Separation of Detection Recognition and Tracking

刘国营 1陈秀宏 1庄甘霖1

作者信息

  • 1. 江南大学数字媒体学院,江苏无锡214122
  • 折叠

摘要

Abstract

There is the drift phenomenon in video target tracking, and learning algorithm needs offline training. In order to solve this problem, a online multiple sample video target tracking method for separation of detection, recognition and tracking is proposed. In this method, multiple sample approach tries to resolve the inherent ambiguities of many practical learning in the process of update instance. And the beyond semi-supervised learning tends to settle the "drifting" problem. Experimental results show that this method is more robust, can effectively solve the "drifting" problem, and track the target real-time online.

关键词

多样本/分类器/在线学习/目标跟踪/boosting方法

Key words

multiple sample/ classifier/ online learning/ target tacking/ boosting method

分类

信息技术与安全科学

引用本文复制引用

刘国营,陈秀宏,庄甘霖..检测识别跟踪分离的在线多样本视频目标跟踪[J].计算机工程,2012,38(23):194-197,4.

基金项目

中央高校基本科研业务费专项基金资助项目(JUSRP211A70) (JUSRP211A70)

计算机工程

OACSCDCSTPCD

1000-3428

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