An effective method for salt and pepper noise removal based on algebra and fuzzy logic function

被引:4
|
作者
Gao, Jianqiang [1 ]
Li, Li [1 ]
Ren, Xiandong [1 ]
Chen, Qian [2 ]
Abdul-Abbass, Yahya Mourad [3 ]
机构
[1] Jining Med Univ, Sch Med Informat Engn, Rizhao 276826, Shandong, Peoples R China
[2] Univ Wisconsin Madison, Dept Civil & Environm Engn, Madison, WI 53706 USA
[3] Univ Kufa, Fac Comp Sci & Math, Najaf, Iraq
关键词
Image denoising; Filtering; Salt and pepper noise; Lukasicwicz algebra with square root;
D O I
10.1007/s11042-023-15469-9
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Image denoising techniques are very important in modern digital image processing. Many classical denoising algorithms have evolved over the years, such as Butterworth filter, Mean filter, Median filter, Laplacian filter, Multidimensional filter, Gaussian filter and Wiener filter. In this paper, a new method of removing high density salt and pepper noise is proposed via using Lukasicwicz algebra with square root (MV-algebra) and fuzzy logic function for digital images. In the proposed method, a new constructed fuzzy logic function in MV-algebra is used to remove the salt and pepper noise in contaminated images. The proposed method is called LASRNM, which has a strong mathematical foundation and strong robustness in removing salt and pepper noise. Therefore, experiments on five datasets illustrate that our proposed LASRNM method works the best in high density salt and pepper noise situation in terms of the peak signal noise ratio (PSNR), signal to noise ratio (SNR) and structural similarity (SSIM).
引用
收藏
页码:9547 / 9576
页数:30
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