Fast computation of inverse Meixner moments transform using Clenshaw's formula

被引:19
|
作者
Karmouni, Hicham [1 ]
Jahid, Tarik [1 ]
Hmimid, Abdeslam [1 ]
Sayyouri, Mhamed [2 ]
Qjidaa, Hassan [1 ]
机构
[1] Univ Sidi Mohamed Ben Abdellah, Fac Sci Dhar El Mahrez, Lab Elect Signals & Syst Informat LESSI, CED ST,STIC, Fes, Morocco
[2] Sidi Mohamed Ben Abdellah Univ, Natl Sch Appl Sci, Engn Syst & Applicat Lab, BP 72,My Abdallah Ave Km 5 Imouzzer Rd, Fes, Morocco
关键词
Clenshaw's formula; Meixner moments; Fast computation; Inverse transform; image reconstruction; DISCRETE COSINE TRANSFORM; IMAGE-ANALYSIS; RECURSIVE COMPUTATION; RECOGNITION; ALGORITHM;
D O I
10.1007/s11042-019-07961-y
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Orthogonal moments are recognized as useful tools for object representation and image analysis. It was shown that they have better image representation capability than the continuous orthogonal moments. One problem concerning the use of moments is the high computational cost, which may limit where the online computation is required. In this paper, we propose a recursive method based on Clenshaw's recurrence formula that can be implemented to transform kernels of Meixner moments and its inverse for fast computation. There is no need for the proposed method to compute the Meixner polynomial values of various orders on various data points, where the computational complexity is reduced. Experimental results show that the proposed method performs better than the existing methods in term of computation speed and the effectiveness of image reconstruction capability in both noise-free and noisy conditions.
引用
收藏
页码:31245 / 31265
页数:21
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