Accurate calculation of high order pseudo-Zernike moments and their numerical stability

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• 作者：Chandan Singh^a ; ¹ ; ^{chandan.csp@gmail.com" class="auth_mail}Author Vitae ; Rahul Upneja^b ; ^{rahulupneja@gmail.com" class="auth_mail}Author Vitae
• 关键词：Pseudo-Zernike moments ; Invariance property ; Orthogonal moments ; Accurate moments
• 刊名：Digital Signal Processing
• 出版年：April, 2014
• 年：2014
• 卷：27
• 期：Complete
• 页码：95-106
• 全文大小：1883 K

文摘

The accuracy of pseudo-Zernike moments (PZMs) suffers from various errors, such as the geometric error, numerical integration error, and discretization error. Moreover, the high order moments are vulnerable to numerical instability. In this paper, we present a method for the accurate calculation of PZMs which not only removes the geometric error and numerical integration error, but also provides numerical stability to PZMs of high orders. The geometric error is removed by taking the square-grids and arc-grids, the ensembles of which maps exactly the circular domain of PZMs calculation. The Gaussian numerical integration is used to eliminate the numerical integration error. The recursive methods for the calculation of pseudo-Zernike polynomials not only reduce the computation complexity, but also provide numerical stability to high order moments. A simple computational framework to implement the proposed approach is also discussed. Detailed experimental results are presented which prove the accuracy and numerical stability of PZMs.