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3D Rigid registration by cylindrical phase correlation method

机译:圆柱相位相关法进行3D刚性配准

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摘要

Spatial alignment is an essential step before any further processing (such as fusion and change detection) of multiframe images can be done. We present a new algorithm that aligns translated and rotated pair of 3D images by means of phase correlation method (PCM). PCM is a computationally efficient method for translation estimation. We generalize a known polar-mapping approach of 2D image registration by PCM to estimate mutual rotation of a pair of 3D images about known axis. An improvement of this technique is given to eliminate influence of noise and image differences in non-ideal conditions. Finally, an iterative optimization procedure called cylindrical phase correlation method (CPCM) is proposed which uses these techniques in rigid body registration tasks. We utilize CPCM to register 3D tomographic images of human brain and study its performance in several experiments. CPCM shows extreme robustness to noise and is able to reliably and rapidly align even highly misregistered images.
机译:在完成多帧图像的任何进一步处理(如融合和更改检测)之前,空间对齐是必不可少的步骤。我们提出了一种新的算法,该算法通过相位相关方法(PCM)对齐平移和旋转的3D图像对。 PCM是计算效率高的翻译估计方法。我们通过PCM概括了2D图像配准的已知极性映射方法,以估计一对3D图像围绕已知轴的相互旋转。对该技术进行了改进,以消除非理想条件下的噪声和图像差异的影响。最后,提出了一种称为圆柱相位相关法(CPCM)的迭代优化程序,该程序将这些技术用于刚体配准任务。我们利用CPCM来注册人脑的3D断层图像,并在几个实验中研究其性能。 CPCM表现出极强的抗噪能力,甚至能够可靠,快速地对齐严重错位的图像。

著录项

  • 来源
    《Pattern recognition letters》 |2009年第10期|914-921|共8页
  • 作者

    Jakub Bican; Jan Flusser;

  • 作者单位

    Institute of Information Theory and Automation, Pod vodarenskou vezi 4, 18208 Prague 8, Czech Republic Faculty of Mathematics and Physics, Charles University in Prague, Ke Karlovu 3, 121 16 Prague 2, Czech Republic;

    Institute of Information Theory and Automation, Pod vodarenskou vezi 4, 18208 Prague 8, Czech Republic;

  • 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

    image registration; phase correlation; cylindrical transform; rigid body transform;

    机译:图像配准;相位相关圆柱变换刚体变换;

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