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基于云台摄像机的快速移动人群的检测与跟踪

常运 杜玉红 焉台郎 赵地 李兴

液晶与显示2016,Vol.31Issue(10):998-1005,8.
液晶与显示2016,Vol.31Issue(10):998-1005,8.DOI:10.3788/YJYXS20163110.0998

基于云台摄像机的快速移动人群的检测与跟踪

Detection and tracking of fast moving camera based on the PTZ camera

常运 1杜玉红 2焉台郎 1赵地 2李兴1

作者信息

  • 1. 天津工业大学 机械工程学院,天津 300387
  • 2. 天津工业大学 天津市现代机电装备技术重点实验室,天津 300387
  • 折叠

摘要

Abstract

In order to realize the campus safety monitoring,we put forward the detection and tracking of fast moving crowd algorithm based on the PTZ camera.Camera for basic construction of campus safety monitoring is introduced.In order to achieve PTZ camera for better detecting and tracking,the mobile population was established based on the reality of precision of the camera model,the camera rotation angle constraint,the camera model.Detection and tracking of moving people are implemented by using the latest kernel correlation filter tracking algorithm (KCF).The Matlab simulation experi-ment is used to compare the proposed method and Calman filter tracking algorithm,and the optimal method is selected to detect and track the kernel correlation filter tracking algorithm.The results show that the method is feasible,compared with the traditional Kalman filter tracking algorithm,the tracking accuracy of KFC algorithm is superior to the traditional methods.The accuracy in most cases can reach more than 90%,higher than 60% of the Kalman filter tracking algorithm.Testing and track performance meet the requirements.

关键词

云台摄像机/精确模型/目标检测与跟踪/核相关滤波器算法

Key words

PTZ camera/precise model/target detection and tracking/KCF

分类

信息技术与安全科学

引用本文复制引用

常运,杜玉红,焉台郎,赵地,李兴..基于云台摄像机的快速移动人群的检测与跟踪[J].液晶与显示,2016,31(10):998-1005,8.

基金项目

国家重点基础研究发展计划(973预)(No.2010CB334711) (973预)

国家自然科学基金项目(No.51205288) (No.51205288)

国家级大学生创新创业训练计划资助项目(No.201510058053) Supported by National Key Basic Research and Development Plan (973 pre)(No.2010CB334711) (No.201510058053)

National Natural Science Foundation of China (No.51205288) (No.51205288)

Project Supported by National College Students Innovation and Entrepreneurship Training Program(No.201510058053) (No.201510058053)

液晶与显示

OA北大核心CSCDCSTPCD

1007-2780

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