Impulse Noise Removal From Digital Images by a Detail-Preserving Filter Based on Type-2 Fuzzy Logic

被引:46
|
作者
Yildirim, M. Tuelin [1 ]
Bastuerk, Alper [2 ]
Yueksel, M. Emin [3 ]
机构
[1] Erciyes Univ, Dept Aircraft Elect & Elect, Civil Aviat Sch, TR-38039 Kayseri, Turkey
[2] Erciyes Univ, Dept Comp Engn, Digital Signal & Image Proc Lab, TR-38039 Kayseri, Turkey
[3] Erciyes Univ, Dept Elect & Elect Engn, Digital Signal & Image Proc Lab, TR-38039 Kayseri, Turkey
关键词
Image restoration; noise filtering; type-2 fuzzy logic;
D O I
10.1109/TFUZZ.2008.924358
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel image filter based on type-2 fuzzy logic techniques is proposed for detail-preserving restoration of digital images corrupted by impulse noise. The performance of the proposed filter is evaluated for different test images corrupted at various noise densities and also compared with representative conventional as well as state-of-the-art impulse noise filters from the literature. Experimental results show that the proposed filter exhibits superior performance over the competing operators and is capable of efficiently suppressing the noise in the image while at the same time effectively preserving thin lines, edges, texture, and other useful information within the image.
引用
收藏
页码:920 / 928
页数:9
相关论文
共 50 条
  • [41] Multiclass CNN-based adaptive optimized filter for removal of impulse noise from digital images
    Amarjit Roy
    Lakhan Dev Sharma
    Alok Kumar Shukla
    The Visual Computer, 2023, 39 : 5809 - 5822
  • [42] A neural network adaptive filter for the removal of impulse noise in digital images
    Kong, H
    Guan, L
    NEURAL NETWORKS, 1996, 9 (03) : 373 - 378
  • [43] Application of Type-2 Fuzzy Logic Filtering to Reduce Noise in Color Images
    Yuksel, Mehmet Emin
    Basturk, Alper
    IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE, 2012, 7 (03) : 25 - 35
  • [44] Efficient removal of impulse noise from digital images
    Luo, Wenbin
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2006, 52 (02) : 523 - 527
  • [45] Random impulse noise removal from image sequences based on fuzzy logic
    Melange, Tom
    Nachtegael, Mike
    Kerre, Etienne E.
    JOURNAL OF ELECTRONIC IMAGING, 2011, 20 (01)
  • [46] Removal of High Density Impulse Noise from Color Images Using an Adaptive Fuzzy Filter
    Rahman, Tanzila
    Uddin, Mohammad Shorif
    2014 1ST INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATION & COMMUNICATION TECHNOLOGY (ICEEICT 2014), 2014,
  • [47] Fuzzy SVM based fuzzy adaptive filter for denoising impulse noise from color images
    Amarjit Roy
    Rabul Hussain Laskar
    Multimedia Tools and Applications, 2019, 78 : 1785 - 1804
  • [48] Fuzzy SVM based fuzzy adaptive filter for denoising impulse noise from color images
    Roy, Amarjit
    Laskar, Rabul Hussain
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (02) : 1785 - 1804
  • [49] A HMMF FILTER FOR REMOVAL OF NOISE FROM DIGITAL IMAGES
    Ilango, Gnanambal
    Marudhachalam, R.
    2014 IEEE CONFERENCE ON NORBERT WIENER IN THE 21ST CENTURY (21CW), 2014,
  • [50] Removal of random valued impulse noise from grayscale images using quadrant based spatially adaptive fuzzy filter
    Nadeem, M.
    Hussain, Ayyaz
    Munir, Asim
    Habib, M.
    Naseem, M. Tahir
    SIGNAL PROCESSING, 2020, 169