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一种计算勒让德矩的有效方法。

An efficient method for the computation of Legendre moments.

作者信息

Yap Pew-Thian, Paramesran Raveendran

机构信息

Department of Electrical Engineering, University of Malaya, 50603 Kuala Lumpur, Malaysia.

出版信息

IEEE Trans Pattern Anal Mach Intell. 2005 Dec;27(12):1996-2002. doi: 10.1109/TPAMI.2005.232.

Abstract

Legendre moments are continuous moments, hence, when applied to discrete-space images, numerical approximation is involved and error occurs. This paper proposes a method to compute the exact values of the moments by mathematically integrating the Legendre polynomials over the corresponding intervals of the image pixels. Experimental results show that the values obtained match those calculated theoretically, and the image reconstructed from these moments have lower error than that of the conventional methods for the same order. Although the same set of exact Legendre moments can be obtained indirectly from the set of geometric moments, the computation time taken is much longer than the proposed method.

摘要

勒让德矩是连续矩,因此,当应用于离散空间图像时,需要进行数值近似并会产生误差。本文提出了一种通过在图像像素的相应区间上对勒让德多项式进行数学积分来计算矩的精确值的方法。实验结果表明,所获得的值与理论计算值相匹配,并且从这些矩重建的图像在相同阶数下比传统方法具有更低的误差。尽管可以从几何矩集间接获得相同的精确勒让德矩集,但所花费的计算时间比所提出的方法长得多。

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