An Adaptive Kernel Bandwidth Mean-Shift Target Tracking Algorithm

Chang-you Wang, Haiqiang Zhang, Fu-ping Yang
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引用次数: 5

Abstract

As the traditional Mean-Shift tracking algorithm fix the bandwidth of kernel function", "it can not effectively track the target when the scale of tracking target has a distinct change. In response to this shortage, a target tracking algorithm which combines target detection and contour tracking with Mean- Shift tracking algorithm is proposed. It uses the contour information of the real-time for the tracking target and updates adaptability the kernel bandwidth of Mean-Shift tracking algorithm. Experimental results show that the improved algorithm has a good adaptability when the scale of the target change.
一种自适应核带宽均值偏移目标跟踪算法
由于传统的Mean-Shift跟踪算法固定了核函数的带宽,当跟踪目标的尺度发生明显变化时,无法有效跟踪目标。针对这一不足,提出了一种将目标检测和轮廓跟踪与Mean- Shift跟踪算法相结合的目标跟踪算法。利用实时的轮廓信息对目标进行跟踪,并对Mean-Shift跟踪算法的核带宽进行自适应更新。实验结果表明,改进算法对目标尺度变化具有良好的适应性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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