{"title":"DynaTracker: Target tracking in active video surveillance systems","authors":"P. Guha, Dibyendu Palai, Dip Goswami, A. Mukerjee","doi":"10.1109/ICAR.2005.1507473","DOIUrl":null,"url":null,"abstract":"Active video surveillance systems provide challenging research issues in the interface of computer vision, pattern recognition and control system analysis. A significant part of such systems is devoted toward active camera control for efficient target tracking. DynaTracker is a pan-tilt device based active camera system for maintaining continuous track of the moving target, while keeping the same at a pre-specified region (typically, the center) of the image. The significant contributions in this work are the use of mean-shift algorithm for visual tracking and the derivation of the error dynamics for a proportional-integral control action. The stability analysis and optimal controller gain selections are performed from the simulation studies of the derived error dynamics. Simulation predictions are also validated from the results of practical experimentations. The present implementation of DynaTracker performs on a standard Pentium IV PC at an average speed of 10 frames per second while operating on color images of 320times240 resolution","PeriodicalId":428475,"journal":{"name":"ICAR '05. Proceedings., 12th International Conference on Advanced Robotics, 2005.","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2005-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"10","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"ICAR '05. Proceedings., 12th International Conference on Advanced Robotics, 2005.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICAR.2005.1507473","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 10
Abstract
Active video surveillance systems provide challenging research issues in the interface of computer vision, pattern recognition and control system analysis. A significant part of such systems is devoted toward active camera control for efficient target tracking. DynaTracker is a pan-tilt device based active camera system for maintaining continuous track of the moving target, while keeping the same at a pre-specified region (typically, the center) of the image. The significant contributions in this work are the use of mean-shift algorithm for visual tracking and the derivation of the error dynamics for a proportional-integral control action. The stability analysis and optimal controller gain selections are performed from the simulation studies of the derived error dynamics. Simulation predictions are also validated from the results of practical experimentations. The present implementation of DynaTracker performs on a standard Pentium IV PC at an average speed of 10 frames per second while operating on color images of 320times240 resolution
主动视频监控系统在计算机视觉接口、模式识别和控制系统分析等方面提出了具有挑战性的研究课题。该系统的一个重要组成部分是主动摄像机控制,以实现有效的目标跟踪。DynaTracker是一种基于pan-tilt设备的有源相机系统,用于保持移动目标的连续跟踪,同时在图像的预先指定区域(通常是中心)保持相同。这项工作的重要贡献是使用均值移位算法进行视觉跟踪和推导比例积分控制动作的误差动力学。通过误差动力学的仿真研究,进行了系统的稳定性分析和最优控制器增益选择。实际实验结果也验证了仿真预测的正确性。目前DynaTracker的实现在标准的Pentium IV PC上以每秒10帧的平均速度运行,同时在320x240分辨率的彩色图像上运行