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3D reconstruction system based on incremental structure from motion using a camera with varying parameters

机译:基于具有可变参数的摄像机的运动增量结构的3D重建系统

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摘要

In this paper, we present a flexible and fast system for multi-scale objects/scenes 3D reconstruction from uncalibrated images/video taken by a moving camera characterized by variable parameters. The proposed system is based on incremental structure from motion and good exploitation of bundle adjustment. At first, from two selected images, our system allows to recover, in a well-chosen reference, coordinates of a set of 3D points. In this context, we have proposed a new method of self-calibration based on the use of two unknown scene points with their image projections. After that, new images are inserted progressively using 3D information already obtained. Local bundle adjustment is used to adjust the new estimated entities. At some time, we introduce a global bundle adjustment to adjust as best as possible all estimated entities and to have an initial 3D model of quality covering an interesting part of the object/scene. This model will be used as reference for the insertion of the rest of images. The proposed system allows to obtain satisfactory results within a reasonable time.
机译:在本文中,我们提出了一种灵活,快速的系统,该系统可以通过以可变参数为特征的移动摄像机拍摄的未经校准的图像/视频来进行多尺度对象/场景3D重建。所提出的系统基于运动的增量结构和对束调整的良好利用。首先,我们的系统从两个选定的图像中,以精心选择的参考来恢复一组3D点的坐标。在这种情况下,我们提出了一种基于两个未知场景点及其图像投影的自校准新方法。之后,使用已经获得的3D信息逐步插入新图像。本地包调整用于调整新的估计实体。在某些时候,我们引入了全局捆绑调整,以尽可能最佳地调整所有估计的实体,并具有覆盖对象/场景有趣部分的初始3D质量模型。该模型将用作其余图像插入的参考。所提出的系统允许在合理的时间内获得满意的结果。

著录项

  • 来源
    《The Visual Computer》 |2018年第10期|1443-1460|共18页
  • 作者单位

    Sidi Mohamed Ben Abdellah Univ, Dept Math & Informat, LIIAN, Fac Sci Dhar Mahraz, Fes, Morocco;

    Sidi Mohamed Ben Abdellah Univ, Dept Math & Informat, LIIAN, Fac Sci Dhar Mahraz, Fes, Morocco;

    Sidi Mohamed Ben Abdellah Univ, Dept Math & Informat, LIIAN, Fac Sci Dhar Mahraz, Fes, Morocco;

    Sidi Mohamed Ben Abdellah Univ, Dept Math & Informat, LIIAN, Fac Sci Dhar Mahraz, Fes, Morocco;

    Sidi Mohamed Ben Abdellah Univ, Dept Math & Informat, LIIAN, Fac Sci Dhar Mahraz, Fes, Morocco;

  • 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

    3D reconstruction; Self-calibration; Incremental structure from motion; Bundle adjustment;

    机译:3D重建;自校准;运动产生的增量结构;束调整;

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