Abstract
Zernike moments are important digital image descriptors used in various applications starting from image watermarking to image recognition. Lots of fast algorithms have been proposed to speedup the computation of Zernike moments. This work provides computational complexity analysis of methods for the computation of Zernike moments, as well as a thorough study and simplification to the methods of finding Zernike moments from geometric moments. A new formula that relates Zernike moments to moments of digital filters is introduced that is very efficient and accurate. Comparisons are performed using Zernike moment via geometric moments method, the Q-recursive method, the coefficient method, and the symmetry method. Using a well defined performance metric, this work finds out that Zernike moments from geometric moments of digital filters is nearly 70 times faster than the best method known as the symmetry method.


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References
Al-Rawi, M., Jie, Y.: Practical Fast Computation of Zernike moments. J. Comp Sci. Tech. 17(2), 181–188 (2002)
Belkasim, S.O.: Efficient algorithm for fast computation of Zernike moments. IEEE. 39th Midwest Symp. Circuit Syst. 3, 1401–1404 (1996)
Chong, C.-W., Raveendran, P., Mukandan, R.: A comparative analysis of algorithms for fast computation of Zernike moments. Pattern Recognit. 36(3), 731–742 (2003)
Hatamian, M.: A real-time two dimensional moment generating algorithm and its single chip implementation. IEEE. Trans. Acoust. Speech Signal Process. 34(6), 533–546 (1986)
Hearn, D., Baker, P.: Computer Graphics with OpenGL, 3rd edn, p. 104. Pearson Prentice Hall, Upper Saddle River (2004)
Hwang, S.-K., Kim, W.-Y.: A novel approach to the fast computation of Zernike moments. Pattern Recognit. 39(11), 2065–2076 (2006)
Kintner, E.C.: On the mathematical properties of the Zernike polynomials. Opt. Acta 23(8):679–680 (1976)
Kotoulas, L., Andreadis, I.: Real-time computation of Zernike moments. IEEE. Trans. Circuit Syst. Video Tech. 15(6), 801–809 (2005)
Mukundan, R., Ramakrishnan, K.R.: Fast computation of Legendre and Zernike moments. Pattern Recognit. 28(9), 1433–1442 (1995)
Pawlak, M.L.: Image analysis by moments: reconstruction and computational aspects. Oficyna Wydawnicza Politechniki WrocLawskiej WrocLaw, p. 54, 68 (2006)
Prata, A., Rusche, W.V.T.: Algorithm for computation of Zernike polynomials expansion coefficients. Appl. Opt. 28(4), 749–754 (1989)
Teague, M.R.: Image analysis via the general theory of moments. J. Opt. Soc. Am. 70(8), 920–930 (1980)
Wee, C.-Y., Paramesran, R.: Efficient computation of radial moment functions using symmetrical property. Pattern Recognit. 39(11), 2036–2046 (2006)
Wong, W.-H., Siu, W.-C.: Improved digital filter structure for the fast moments computation. Proc. IEE. Vision Image Signal Process. 146(2), 73–79 (1999)
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The author would like to thank the anonymous reviewers for their valuable and helpful comments.
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Al-Rawi, M. Fast Zernike moments. J Real-Time Image Proc 3, 89–96 (2008). https://doi.org/10.1007/s11554-007-0069-2
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DOI: https://doi.org/10.1007/s11554-007-0069-2