A comparative analysis of algorithms for fast computation of Zernike moments |
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Authors: | Chee-Way ChongAuthor Vitae P RaveendranAuthor VitaeR MukundanAuthor Vitae |
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Affiliation: | a Faculty of Engineering and Technology, Multimedia University, Jalan Air Keroh Lama, Melaka 75450, Malaysia b Department of Electrical Engineering, University of Malaya, Kuala Lumpur 50603, Malaysia c Department of Computer Science, University of Canterbury, Private Bag 4800, Christchurch, New Zealand |
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Abstract: | This paper details a comparative analysis on time taken by the present and proposed methods to compute the Zernike moments, Zpq. The present method comprises of Direct, Belkasim's, Prata's, Kintner's and Coefficient methods. We propose a new technique, denoted as q-recursive method, specifically for fast computation of Zernike moments. It uses radial polynomials of fixed order p with a varying index q to compute Zernike moments. Fast computation is achieved because it uses polynomials of higher index q to derive the polynomials of lower index q and it does not use any factorial terms. Individual order of moments can be calculated independently without employing lower- or higher-order moments. This is especially useful in cases where only selected orders of Zernike moments are needed as pattern features. The performance of the present and proposed methods are experimentally analyzed by calculating Zernike moments of orders 0 to p and specific order p using binary and grayscale images. In both the cases, the q-recursive method takes the shortest time to compute Zernike moments. |
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Keywords: | Kintner's method Prata's method Coefficient method Belkasim's method Zernike radial polynomials |
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