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
相关论文
共 50 条
  • [1] An effective method for salt and pepper noise removal based on algebra and fuzzy logic function
    Jianqiang Gao
    Li Li
    Xiandong Ren
    Qian Chen
    Yahya Mourad Abdul-Abbass
    Multimedia Tools and Applications, 2024, 83 : 9547 - 9576
  • [2] Fuzzy logic approach in salt and pepper noise
    Ganjeh-Alamdari, M.
    Alikhani, R.
    Perfilieva, I.
    COMPUTERS & ELECTRICAL ENGINEERING, 2022, 102
  • [3] A new method based on pixel density in salt and pepper noise removal
    Erkan, Ugur
    Gokrem, Levent
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2018, 26 (01) : 162 - 171
  • [4] A Method for Wide Density Salt and Pepper Noise Removal
    Qiao Jihong
    Chen Lei
    Chen Yan
    26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 2940 - 2943
  • [5] Salt and pepper noise removal method based on graph signal reconstruction
    Zhang, Qian
    Huang, Chao
    Yang, Lihua
    Yang, Zhihua
    DIGITAL SIGNAL PROCESSING, 2023, 135
  • [6] Effective and adaptive algorithm for pepper-and-salt noise removal
    Chen, Qing-Qiang
    Hung, Mao-Hsiung
    Zou, Fumin
    IET IMAGE PROCESSING, 2017, 11 (09) : 709 - 716
  • [7] An Algorithm for Salt and Pepper Noise Removal Based on Information Entropy
    Zhao Feng
    Ma Rui-chuan
    Ma Jia-Qing
    ADVANCES IN MANUFACTURING TECHNOLOGY, PTS 1-4, 2012, 220-223 : 2273 - +
  • [8] Hybrid Approach of Efficient Decision-Based Algorithm and Fuzzy Logic for the Removal of High Density Salt and Pepper Noise in Images
    Karthikeyan, P.
    Vasuki, S.
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2016, 25 (10)
  • [9] Detection and Removal of Salt and Pepper Noise by Gaussian Membership Function and Guided Filter
    Kumar, Ashish
    Sharma, Teena
    Verma, Nishchal K.
    Sircar, Pradip
    Vasikarla, Shantaram
    2019 IEEE APPLIED IMAGERY PATTERN RECOGNITION WORKSHOP (AIPR), 2019,
  • [10] Salt and pepper noise removal with image inpainting
    Zhang, Xianquan
    Ding, Feng
    Tang, Zhenjun
    Yu, Chunqiang
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2015, 69 (01) : 307 - 313