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Surface reconstruction via efficient and accurate registration of multiview range scans

机译:通过有效且准确的多视距扫描配准进行表面重建

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摘要

To address the surface reconstruction issue, this paper proposes an efficient and accurate approach for registration of multiview range scans. It has a good objective function designed, where all multiview registration parameters are involved. To solve this function, the coarse-to-fine approach is proposed, where each range scan should be sequentially registered to a coarse surface model, which is reconstructed by other scans with initial multiview alignment. By applying the trimmed iterative closest point algorithm, it can sequentially obtain good multiview registration results for each scan, which can then be immediately utilized to refine the coarse surface model for registration of other scans. To acquire accurate surface model, several rounds of update should be applied to all range scans involved in the multiview registration. With the increase of update round, it can finally obtain the accurate surface model. Experimental results on public data sets illustrate its Superiority over previous approaches.
机译:为了解决表面重建问题,本文提出了一种有效且准确的多视距扫描配准方法。它具有良好的目标功能,涉及所有多视图注册参数。为了解决此功能,提出了从粗到精的方法,其中应将每个范围扫描顺序地注册到粗糙表面模型,该模型由其他具有初始多视图对齐的扫描重建。通过应用修剪的迭代最近点算法,它可以为每次扫描顺序获得良好的多视图配准结果,然后可以立即利用该结果来细化粗糙表面模型以用于其他扫描的配准。为了获得准确的表面模型,应将多轮更新应用于多视图配准中涉及的所有范围扫描。随着更新回合的增加,最终可以获得准确的表面模型。在公共数据集上的实验结果证明了其相对于先前方法的优越性。

著录项

  • 来源
    《Optical engineering》 |2014年第10期|102104.1-102104.7|共7页
  • 作者单位

    Xi'an Jiaotong University, School of Software Engineering, No. 28, Xianning West Road, Xi'an, Shaanxi 710049, China,Xi'an Jiaotong University, Institute of Artificial Intelligence and Robotics, No. 28, Xianning West Road, Xi'an, Shaanxi 710049, China;

    Xi'an Jiaotong University, School of Software Engineering, No. 28, Xianning West Road, Xi'an, Shaanxi 710049, China;

    Xi'an Jiaotong University, Institute of Artificial Intelligence and Robotics, No. 28, Xianning West Road, Xi'an, Shaanxi 710049, China;

    Xi'an Jiaotong University, Institute of Artificial Intelligence and Robotics, No. 28, Xianning West Road, Xi'an, Shaanxi 710049, China;

    Xi'an Jiaotong University, School of Software Engineering, No. 28, Xianning West Road, Xi'an, Shaanxi 710049, China;

  • 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

    surface reconstruction; range scan; multiview registration; iterative closest point algorithm;

    机译:表面重建;范围扫描多视图注册;迭代最近点算法;

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