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首页> 外文期刊>Pattern Recognition: The Journal of the Pattern Recognition Society >Efficient computation of radial moment functions using symmetrical property
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Efficient computation of radial moment functions using symmetrical property

机译:利用对称特性有效地计算径向矩函数

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摘要

The applications of radial moment functions such as orthogonal Zernike and pseudo-Zemike moments in real-world have been limited by the computational complexity of their radial polynomials. The common approaches used in reducing the computational complexity include the application of recurrence relations between successive radial polynomials and coefficients. In this paper, a novel approach is proposed to further reduce the computation complexity of Zernike and pseudo-Zemike polynomials based on the symmetrical property of radial polynomial. By using this symmetrical property, the real-valued radial polynomials computation is reduced to about one-eighth of the full set polynomials while the computation of the exponential angle values is reduced by half. This technique can be integrated with existing fast computation methods to further improve the computation speed. Besides significant reduction in computation complexity, it also provides vast reduction in memory storage. (c) 2006 Pattern Recognition Society. Published by Elsevier Ltd. All rights reserved.
机译:径向矩函数(例如正交Zernike矩和伪Zemike矩)在现实世界中的应用受到其径向多项式的计算复杂性的限制。减少计算复杂度的常用方法包括应用连续径向多项式和系数之间的递归关系。本文提出了一种基于径向多项式的对称性质进一步降低Zernike和伪Zemike多项式的计算复杂度的新方法。通过使用这种对称特性,实值径向多项式的计算量减少到全部多项式的八分之一,而指数角度值的计算量减少一半。该技术可以与现有的快速计算方法集成在一起,以进一步提高计算速度。除了显着降低计算复杂度之外,它还可以大大减少内存存储。 (c)2006模式识别学会。由Elsevier Ltd.出版。保留所有权利。

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