Image analysis by Meixner moments and a digital filter

被引:26
作者
Jahid, Tarik [1 ]
Hmimid, Abdeslam [1 ]
Karmouni, Hicham [1 ]
Sayyouri, Mhamed [2 ]
Qjidaa, Hassan [1 ]
Rezzouk, Abdellah [3 ]
机构
[1] Univ Sidi Mohamed Ben Abdellah Fez, Fac Sci Dhar El Mahrez, LESSI, CED ST,STIC, Fes, Morocco
[2] Univ Choualb Doukkali, Ecole Natl Sci Appl El Jadida, Lab Sci Ingn Energie, BP 1166, El Jadida Plateau 24004, Morocco
[3] Univ Sidi Mohamed Ben Abdellah Fez, Fac Sci Dhar El Mahrez, LPS, CED ST,SMPI, Fes, Morocco
关键词
Meixner moments; Z-transform; digital filters; image slice representation; FAST COMPUTATION;
D O I
10.1007/s11042-017-5371-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a new method for the rapid calculation of Meixner's discrete orthogonal moments and its inverses. In this method, we have used the notion of digital filters based on the Z transform both to accelerate the computation time of Meixner and to reduce the reconstruction error of the images. To guarantee the numerical stability and robustness with respect to the noise, we propose two algorithms that treat the images as a set of blocks where each block will be treated independently. In fact, through the first algorithm, the moments of Meixner are computed from a set of geometric blocks of fixed size. On the other hand, in the second algorithm, the images are represented by a slice set where each slice contains several homogeneous blocks of different sizes. The moments of Meixner, in this case, are calculated from each block in each slice. The application of these two algorithms allowed us to deduce a significant reduction in processed information and image space, that permits the use of Meixner moments of low order for a better description of the fine details of the images. The performances of the proposed method are demonstrated through several simulations on different image bases.
引用
收藏
页码:19811 / 19831
页数:21
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