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A novel approach to the fast computation of Zernike moments

机译:快速计算Zernike矩的新颖方法

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摘要

This paper presents a novel approach to the fast computation of Zemike moments from a digital image. Most existing fast methods for computing Zemike moments have focused on the reduction of the computational complexity of the Zernike I-D radial polynomials by introducing their recurrence relations. Instead, in our proposed method, we focus on the reduction of the complexity of the computation of-the 2-D Zernike basis functions. As Zernike basis functions have specific symmetry or anti-symmetry about the x-axis, the y-axis, the origin, and the straight line y = x, we can generate the Zemike basis functions by only computing one of their octants. As a result, the proposed method makes the computation time eight times faster than existing methods. The proposed method is applicable to the computation of an individual Zemike moment as well as a set of Zemike moments. In addition, when computing a series of Zernike moments, the proposed method can be used with one of the existing fast methods for computing Zemike radial polynomials. This paper also presents an accurate form of Zernike moments for a discrete image function. In the experiments, results show the accuracy of the form for computing discrete Zernike moments and confirm that the proposed method for the fast computation of Zemike moments is much more efficient than existing fast methods in most cases. (c) 2006 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
机译:本文提出了一种从数字图像快速计算Zemike矩的新颖方法。大多数现有的计算Zemike矩的快速方法都通过引入递归关系,着重于降低Zernike I-D径向多项式的计算复杂度。相反,在我们提出的方法中,我们着重于降低二维Zernike基函数的计算复杂度。由于Zernike基函数在x轴,y轴,原点和直线y = x上具有特定的对称性或反对称性,因此我们仅通过计算它们的八分之一就可以生成Zemike基函数。结果,所提出的方法使计算时间比现有方法快八倍。所提出的方法适用于单个Zemike矩以及一组Zemike矩的计算。此外,在计算一系列Zernike矩时,该方法可与现有的一种快速计算Zemike径向多项式的方法一起使用。本文还提出了离散图像函数的Zernike矩的准确形式。在实验中,结果表明了计算离散Zernike矩的形式的准确性,并证实了在大多数情况下,所提出的Zemike矩快速计算方法比现有的快速方法高效得多。 (c)2006模式识别学会。由Elsevier Ltd.出版。保留所有权利。

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