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Fast algorithm for 2D fragment assembly based on partial EMD

机译:基于局部EMD的2D片段装配快速算法

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摘要

2D Fragment assembly is an important research topic in computer vision and pattern recognition, and has a wide range of applications such as relic restoration and remote sensing image processing. The key to this problem lies in utilizing contour features or visual cues to find the optimal partial matching. Considering that previous algorithms are weak in predicting the best matching configuration of two neighboring fragments, we suggest using the earth mover's distance, based on length/property correspondence, to measure the similarity, which potentially matches a point on the first contour to a desirable destination point on the second contour. We further propose a greedy algorithm for 2D fragment assembly by repeatedly assembling two neighboring fragments into a composite one. Experimental results on map-piece assembly and relic restoration show that our algorithm runs fast, is insensitive to noise, and provides a novel solution to the fragment assembly problem.
机译:2D碎片组装是计算机视觉和模式识别中的重要研究主题,具有广泛的应用,例如文物修复和遥感图像处理。解决此问题的关键在于利用轮廓特征或视觉提示来找到最佳的局部匹配。考虑到先前的算法在预测两个相邻片段的最佳匹配配置方面较弱,我们建议根据长度/属性对应关系使用推土机的距离来测量相似性,该相似性可能会将第一个轮廓上的一个点匹配到所需的目标点在第二个轮廓上。通过将两个相邻片段重复组装成一个复合片段,我们进一步提出了一种用于2D片段组装的贪心算法。对地图块组装和文物修复的实验结果表明,我们的算法运行速度快,对噪声不敏感,为碎片组装问题提供了一种新颖的解决方案。

著录项

  • 来源
    《The Visual Computer》 |2017年第12期|1601-1612|共12页
  • 作者单位

    Ningbo Univ, Fac Elect Engn & Comp Sci, Ningbo 315211, Zhejiang, Peoples R China;

    Ningbo Univ, Fac Elect Engn & Comp Sci, Ningbo 315211, Zhejiang, Peoples R China;

    Zhejiang Univ, Ningbo Inst Technol, Sch Informat Sci & Engn, Ningbo 315100, Zhejiang, Peoples R China;

    Ningbo Univ, Fac Elect Engn & Comp Sci, Ningbo 315211, Zhejiang, Peoples R China;

    Ningbo Univ, Fac Elect Engn & Comp Sci, Ningbo 315211, Zhejiang, Peoples R China;

    Ningbo Univ, Fac Elect Engn & Comp Sci, Ningbo 315211, Zhejiang, Peoples R China;

    Ningbo Univ, Fac Elect Engn & Comp Sci, Ningbo 315211, Zhejiang, Peoples R China;

    Fraunhofer Inst Optron Syst Technol & Image Explo, Karlsruhe, Germany;

  • 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

    Fragment assembly; Partial EMD; Contour features; Lebesgue measure;

    机译:碎片组装;局部EMD;轮廓特征;Lebesgue测度;
  • 入库时间 2022-08-17 13:03:58

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