An adaptive approach to video tracking

M. Kabuka, E. McVey, E. P. Shironoshita
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引用次数: 17

Abstract

A video tracking system based on the principles of optimalizing control is presented. This system is designed such that expensive segmentation procedures are not necessary, and is well suited for fast hardware implementation. At the image received from the camera a perturbation procedure is performed, simulating the variations on the intensity values that would occur if the camera were moved. An index of performance (IP) is evaluated at the results of this perturbation; this IP does not need to detect the position of the tracked object accurately, but rather varies in such a way as to detect the motion of the object with respect to the camera. Algorithms for translation and scaling of the tracking object have been developed using area, centroid, and template matching as indices of performance. Software simulation experiments show that the control law developed yields good results even under variations in background and illumination and under multidimensional motion. >
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一种自适应视频跟踪方法
提出了一种基于优化控制原理的视频跟踪系统。该系统的设计使得不需要昂贵的分段过程,并且非常适合快速硬件实现。在从相机接收到的图像上执行摄动程序,模拟如果相机移动会发生的强度值的变化。性能指数(IP)是根据这种扰动的结果来评估的;这个IP不需要准确地检测被跟踪物体的位置,而是以这样一种方式变化,即检测物体相对于相机的运动。使用面积、质心和模板匹配作为性能指标,开发了跟踪对象的平移和缩放算法。软件仿真实验表明,该控制律在背景、光照变化和多维运动条件下仍能取得良好的控制效果。>
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