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An efficient first-scan method for label-equivalence-based labeling algorithms

机译:基于标签等效性的标记算法的高效初次扫描方法

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摘要

Label-equivalence-based connected-component labeling algorithms complete labeling in two or more raster scans. In the first scan, each foreground pixel is assigned a provisional label, and label equivalences between provisional labels are recorded. For doing this task, all conventional algorithms use the same mask that consists of four processed neighbor pixels to process every foreground pixel. This paper presents a simple yet efficient first-scan method for label-equivalence-based labeling algorithms. In our method, foreground pixels following a background pixel and those following a foreground pixel are processed in a different way. By use of this idea, the pixel followed by the current foreground pixel can be removed from the mask. In other words, the mask used in our method consists of three processed neighbor pixels. Thus, for processing a foreground pixel, the average number of times for checking the processed neighbor pixels in the first scan is reduced from 2.25 to 1.75. Because the current foreground pixel following a background pixel or a foreground pixel can be known without any additional computing cost, our method is efficient for any image that contains at least one foreground pixel. Experimental results demonstrated that our method is effective for improving the efficiency of label-equivalence-based labeling algorithms.
机译:基于标签等效性的连接组件标注算法可在两个或多个光栅扫描中完成标注。在第一次扫描中,为每个前景像素分配一个临时标签,并记录临时标签之间的标签等效性。为了完成此任务,所有常规算法都使用由四个已处理的相邻像素组成的同一掩码来处理每个前景像素。本文为基于标签等同性的标记算法提出了一种简单而有效的首次扫描方法。在我们的方法中,以不同方式处理在背景像素之后的前景像素和在前景像素之后的前景像素。通过使用此想法,可以从掩模中删除当前前景像素之后的像素。换句话说,我们的方法中使用的遮罩由三个经过处理的相邻像素组成。因此,为了处理前景像素,在第一次扫描中用于检查已处理的相邻像素的平均次数从2.25减少到1.75。由于可以知道背景像素或前景像素之后的当前前景像素而无需任何额外的计算成本,因此我们的方法对于包含至少一个前景像素的任何图像都是有效的。实验结果表明,我们的方法可有效提高基于标签等效性的标记算法的效率。

著录项

  • 来源
    《Pattern recognition letters》 |2010年第1期|28-35|共8页
  • 作者单位

    Graduate School of Information Science and Technology, Aichi Prefectural University, Nagakute, Aichi 480-1198, Japan;

    Graduate School of Environmental Management, Nagoya Sangyo University, Aichi 488-8711, Japan;

    Department of Radiology, Division of the Biological Sciences, The University of Chicago, Chicago, IL 60637, USA;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    connected component; labeling algorithm; first scan; mask; pattern recognition;

    机译:连接的组件;标记算法;初次扫描;面具;模式识别;

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