2-D generating function of the zernike polynomials and their application for image classification

Date

2019-12-19

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Publisher

IEEE

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Type

Conference paper

ISSN

2154-512X

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Citation

Honarvar Shakibaei Asli B, Flusser J, Zhao Y. (2019) 2-D generating function of the zernike polynomials and their application for image classification. In: 2019 Ninth International Conference on Image Processing Theory, Tools and Applications (IPTA), 6-9 November 2019, Istanbul, Turkey

Abstract

This work proposes a new approach to find the generating function (GF) of the Zernike polynomials in two dimensional form. Combining the methods of GFs and discrete-time systems, we can develop two dimensional digital systems for systematic generation of entire orders of Zernike polynomials. We establish two different formulas for the GF of the radial Zernike polynomials based on both the degree and the azimuthal order of the radial polynomials. In this paper, we use four terms recurrence relation instead of the ordinary three terms recursion to calculate the radial Zernike polynomials and their GFs using unilateral 2D Z-transform. A spatio-temporal implementation scheme is developed for generation of the radial Zernike polynomials. Since Zernike moments (ZMs) are invariant with respect to rotation, translation and scaling, the experimental schemes show the image classification applications by using the proposed algorithm.

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Github

Keywords

Optics, Zernike polynomials, Image classification, Generating function, Z-transform

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Attribution-NonCommercial 4.0 International

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