Efficient Computation of Orthogonal Moments by Suppressing the Factorial Terms

G. Papakostas, Y. Boutalis, Dimitrios Alexios Karras, Basil G. Mertzios
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引用次数: 1

Abstract

A Modified Direct Method for the computation of the Zernike moments is presented in this paper. The presence of many factorial terms, in the direct method for computing the Zernike moments, makes their computation process a very time consuming task. Although the computational power of the modern computers is impressively increasing, the calculation of the factorial of a big number is still an inaccurate numerical procedure. The main concept of the present paper is that, by using Stirling's Approximation formula for the factorial and by applying some suitable mathematical properties, a novel, factorial-free direct method can be developed. The resulted moments are not equal to those computed by the original direct method, but they are a sufficiently accurate approximation of them. The proposed methodology is generic and can be successfully applied to any orthogonal moments having kernel moment functions consisted of factorial terms. Keywords-Zernike moments, direct method, pattern classification, Stirling's approximation
抑制阶乘项的正交矩的有效计算
本文提出了计算泽尼克矩的一种改进的直接法。在计算泽尼克矩的直接方法中,由于存在许多阶乘项,使得计算过程非常耗时。尽管现代计算机的计算能力正在惊人地提高,但计算一个大数的阶乘仍然是一个不准确的数值过程。本文的主要思想是,利用阶乘的斯特林近似公式和一些适当的数学性质,可以建立一种新的、无阶乘的直接方法。所得的力矩与原直接法计算的力矩不相等,但已足够精确地近似值。所提出的方法是通用的,可以成功地应用于任何具有由阶乘项组成的核矩函数的正交矩。关键词:泽尼克矩,直接法,模式分类,斯特林近似
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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