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Movement Invariants-based Algorithm for Medical Image Tilt Correction

机译:基于运动不变性的医学图像倾斜校正算法

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摘要

In this paper, the edge detection for a medical image is performed based on Sobel operator, and the bounding box is obtained, by which the effective medical sub-image is extracted. Then, the centroid and the normalized central moments of the medical sub-image are calculated, and the rotation angle α is obtained by minimizing the second-order central moment based on its rotation invariance. Finally, the whole medical image is rotated around the centroid by —α to correct the tilted image. Furthermore, inspired by the uniformity degree of the image, the rotation angle α is revised, which achieves a better correction effect and performance. The experimental results show that the proposed algorithms are fairly reliable and accurate for the determination of tilt angles, and are practical and effective tilt correction techniques.
机译:本文基于Sobel算子对医学图像进行边缘检测,得到边界框,提取出有效的医学子图像。然后,计算医学子图像的质心和归一化的中心矩,并通过基于其旋转不变性最小化二阶中心矩来获得旋转角α。最终,整个医学图像将围绕质心旋转-α,以校正倾斜的图像。此外,在图像的均匀度的启发下,旋转角α被修正,从而获得了更好的校正效果和性能。实验结果表明,所提出的算法在确定倾斜角度方面相当可靠,准确,是实用有效的倾斜校正技术。

著录项

  • 来源
    《International Journal of Automation & Computing》 |2010年第4期|p.543-549|共7页
  • 作者单位

    Institute of Biomedical Engineering, School of Info-physics and Geomatics Engineering, Central South University, Changsha 410083, PRC,Department of Computer Science and Technology, Hunan University of Arts and Science, Changde 415000, PRC;

    Institute of Biomedical Engineering, School of Info-physics and Geomatics Engineering, Central South University, Changsha 410083, PRC;

    Institute of Biomedical Engineering, School of Info-physics and Geomatics Engineering, Central South University, Changsha 410083, PRC;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    tilt correction; central moment; medical image; image uniformity; sobel operator;

    机译:倾斜校正中心时刻医学形象图像均匀度;索贝尔算子;

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