A new fuzzy multi-channel filter for the reduction of impulse noise

被引:0
|
作者
Schulte, S [1 ]
De Witte, V [1 ]
Nachtegael, M [1 ]
Van der Weken, D [1 ]
Kerre, EE [1 ]
机构
[1] Univ Ghent, Dept Appl Math & Comp Sci, B-9000 Ghent, Belgium
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
One of the most common image processing tasks involves the removal of impulse noise from digital images. In this paper, we propose a new two step multi-channel filter. This new non-linear filter technique contains two separate steps: an impulse noise detection step and a noise reduction step. The fuzzy detection method is mainly based on the calculation of fuzzy gradient values and on fuzzy reasoning. This phase will determine three separate membership functions that will be used by the filtering step. Experiments prove that the proposed filter may be used for efficient removal of impulse noise from colour images without distorting the useful information in the image.
引用
收藏
页码:368 / 375
页数:8
相关论文
共 50 条
  • [31] Robust fuzzy median filter for impulse noise reduction of gray scale images
    Pujar, Jagadish H.
    World Academy of Science, Engineering and Technology, 2010, 64 : 630 - 634
  • [32] A new fuzzy color correlated impulse noise reduction method
    Schulte, Stefan
    Morillas, Samuel
    Gregori, Valentin
    Kerre, Etienne E.
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2007, 16 (10) : 2565 - 2575
  • [33] An iterative filter for a class of multi-channel nonlinear systems with multiplicative noise
    Chu, Dongsheng
    Zhang, Zheng
    Zhao, Aimei
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 1529 - +
  • [34] A Novel Fuzzy Filter for impulse noise removal
    Lee, CS
    Guo, SM
    Hsu, CY
    ADVANCES IN NEURAL NETWORKS - ISNN 2004, PT 2, 2004, 3174 : 375 - 380
  • [35] A fuzzy filter for images corrupted by impulse noise
    Russo, F
    Ramponi, G
    IEEE SIGNAL PROCESSING LETTERS, 1996, 3 (06) : 168 - 170
  • [36] Incorporating the Conditional Speech Presence Probability in Multi-Channel Wiener Filter Based Noise Reduction in Hearing Aids
    Kim Ngo
    Ann Spriet
    Marc Moonen
    Jan Wouters
    Søren Holdt Jensen
    EURASIP Journal on Advances in Signal Processing, 2009
  • [37] A combined multi-channel Wiener filter-based noise reduction and dynamic range compression in hearing aids
    Ngo, Kim
    Spriet, Ann
    Moonen, Marc
    Wouters, Jan
    Jensen, Soren Holdt
    SIGNAL PROCESSING, 2012, 92 (02) : 417 - 426
  • [38] Incorporating the Conditional Speech Presence Probability in Multi-Channel Wiener Filter Based Noise Reduction in Hearing Aids
    Ngo, Kim
    Spriet, Ann
    Moonen, Marc
    Wouters, Jan
    Jensen, Soren Holdt
    EURASIP JOURNAL ON ADVANCES IN SIGNAL PROCESSING, 2009,
  • [39] A new effective denoising filter for high density impulse noise reduction
    Elawady, Iman
    Ozcan, Caner
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2022, 30 (04) : 1388 - 1403
  • [40] Spatial Coherence-Aware Multi-Channel Wind Noise Reduction
    Mirabilii, Daniele
    Habetse, Emanuel A. P.
    IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2020, 28 : 1974 - 1987