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Occlusion detection using horizontally segmented windows for vehicle tracking

机译:使用水平分割的窗口进行车辆跟踪的遮挡检测

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摘要

This paper proposes an efficient algorithm for detecting occlusions in a video sequences of ground vehicles using color information. The proposed method uses a rectangular window to track a target vehicle, and the window is horizontally divided into several sub-regions of equal width. Each region is determined to be occluded or not based on the color histogram similarity to the corresponding region of the target. The occlusion detection results are used in likelihood computation of the conventional tracking algorithm based on particle filtering. Experimental results in real scenes show that the proposed method finds the occluded region successfully and improves the performance of the conventional trackers.
机译:本文提出了一种利用颜色信息检测地面车辆视频序列中的遮挡的有效算法。所提出的方法使用矩形窗口来跟踪目标车辆,并且该窗口在水平方向上被分成相等宽度的几个子区域。基于与目标的相应区域的颜色直方图相似度,确定每个区域是否被遮挡。遮挡检测结果用于基于粒子滤波的常规跟踪算法的似然计算。在真实场景中的实验结果表明,该方法成功地找到了被遮挡区域,提高了传统跟踪器的性能。

著录项

  • 来源
    《Multimedia Tools and Applications》 |2015年第1期|227-243|共17页
  • 作者单位

    School of of Electrical and Computer Engineering, Ulsan National Institute of Science and Technology (UNIST), Ulsan 689-798, Republic of Korea;

    School of of Electrical and Computer Engineering, Ulsan National Institute of Science and Technology (UNIST), Ulsan 689-798, Republic of Korea;

    Department of Computer Science and Engineering, Pohang University of Science and Technology (POSTECH), Pohang 790-784, Republic of Korea;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Computer vision; Object tracking; Particle filters; Occlusion detection; Histogram similarity;

    机译:计算机视觉;对象跟踪;粒子过滤器;遮挡检测;直方图相似度;

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