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A Fast Multi-Object Extraction Algorithm Based on Cell-Based Connected Components Labeling

机译:基于单元连接元素标注的快速多目标提取算法

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摘要

We describe a cell-based connected component labeling algorithm to calculate the Oth and 1 st moment features as the attributes for labeled regions. These can be used to indicate their sizes and positions for multi-object extraction. Based on the additivity in moment features, the cell-based labeling algorithm can label divided cells of a certain size in an image by scanning the image only once to obtain the moment features of the labeled regions with remarkably reduced computational complexity and memory consumption for labeling. Our algorithm is a simple-onetime-scan cell-based labeling algorithm, which is suitable for hardware and parallel implementation. We also compared it with conventional labeling algorithms. The experimental results showed that our algorithm is faster than conventional raster-scan labeling algorithms.
机译:我们描述了一种基于单元格的连接组件标记算法,以计算Oth和1st矩特征作为标记区域的属性。这些可用于指示其大小和位置,以进行多对象提取。基于矩特征的可加性,基于单元的标记算法可以通过仅扫描图像一次以获得标记区域的矩特征来标记图像中特定大小的分割单元,从而显着降低了计算的复杂性和用于标记的内存消耗。我们的算法是一种基于单元的简单一次性扫描标记算法,适用于硬件和并行实现。我们还将其与常规标记算法进行了比较。实验结果表明,我们的算法比常规的光栅扫描标记算法更快。

著录项

  • 来源
    《IEICE Transactions on Information and Systems》 |2012年第2期|p.636-645|共10页
  • 作者单位

    Department of System Cybernetics, Hiroshima University, Higashihiroshima-shi, 739-8527 Japan;

    Department of System Cybernetics, Hiroshima University, Higashihiroshima-shi, 739-8527 Japan;

    Department of System Cybernetics, Hiroshima University, Higashihiroshima-shi, 739-8527 Japan;

  • 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

    fast multi-object extraction; connected component labeling;

    机译:快速的多目标提取;连接的组件标签;
  • 入库时间 2022-08-18 00:26:19

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