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Performance-Enhanced Three-Dimensional Object Recognition by Computational Integral Imaging with Depth Data of Picked-Up Elemental Images

机译:借助拾取的元素图像深度数据的计算积分成像增强性能的三维物体识别

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摘要

A highly performance-enhanced three-dimensional (3D) object recognition system has been implemented using a computational integral imaging technique with depth of picked-up elemental images. For this, depth data of the picked-up elemental images are extracted, and elemental images are classified into a number of groups depending on these depth values. Then, each group of depth-dependently classified elemental images is separately used for reconstructing the object image on each corresponding depth plane. By this method, defocused images resulting from the objects located on other depth planes, which unavoidably occur in the conventional computational integral imaging reconstruction (CUR) method, can be effectively removed. That is, in the proposed method, only the clearly focused object images can be reconstructed where the objects were originally located. Thus, a significant performance improvement of the CIIR-based 3D object recognition system is obtained. Experimental results confirm the feasibility of the proposed method.
机译:已经使用具有所拾取的基本图像深度的计算积分成像技术实现了高性能增强的三维(3D)对象识别系统。为此,提取所拾取的基本图像的深度数据,并且根据这些深度值将基本图像分类为多个组。然后,将每组深度依赖分类的元素图像分别用于在每个对应的深度平面上重建对象图像。通过这种方法,可以有效地去除由位于其他深度平面上的物体产生的散焦图像,这在传统的计算积分成像重建(CUR)方法中不可避免地出现。即,在所提出的方法中,仅可以将清晰聚焦的物体图像重建在物体最初位于的位置。因此,获得了基于CIIR的3D对象识别系统的显着性能改进。实验结果证明了该方法的可行性。

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  • 来源
    《Applied physics express》 |2009年第10期|092401.1-092401.9|共9页
  • 作者单位

    3D Display Research Center, Department of Electronic Engineering, Kwangwoon University,447-1 Wolge-dong, Nowon-gu, Seoul 139-701, Korea;

    3D Display Research Center, Department of Electronic Engineering, Kwangwoon University,447-1 Wolge-dong, Nowon-gu, Seoul 139-701, Korea;

    3D Display Research Center, Department of Electronic Engineering, Kwangwoon University,447-1 Wolge-dong, Nowon-gu, Seoul 139-701, Korea;

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