Removal of High Density Impulse Noise from Color Images Using an Adaptive Fuzzy Filter

被引:0
|
作者
Rahman, Tanzila [1 ]
Uddin, Mohammad Shorif [1 ]
机构
[1] Jahangirnagar Univ, Dept Comp Sci & Engn, Dhaka, Bangladesh
关键词
impulse noise; adaptive fuzzy median filter; threshold value; peak signal to noise ratio; mean square error;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Low density impulse noise can be successfully denoised by traditional median filter. But the performance badly deteriorates if the noise density is high. Recently fuzzy-based adaptive median filter has been introduced to handle high density noise in grayscale images. To make it more generalized in this paper we develop an adaptive fuzzy median filter to remove impulse noise from color images. Here we use fuzzy filter with fully adaptive and automatically adjustable threshold value on each component of RGB color space to remove the noise. Finally concatenation is applied to RGB components for restoring the original image. Experimental result confirms the superiority of the proposed method compared to the state-of-the-art median filtering approaches in terms of both denoising and detail preservation.
引用
收藏
页数:5
相关论文
共 50 条
  • [21] Adaptive fuzzy switching filter for images corrupted by impulse noise
    Xu, HX
    Zhu, GX
    Peng, HY
    Wang, DS
    PATTERN RECOGNITION LETTERS, 2004, 25 (15) : 1657 - 1663
  • [22] Adaptive fuzzy switching filter for images corrupted by impulse noise
    Xu, HX
    Zhu, GX
    Peng, FY
    Wang, DS
    2004 INTERNATIONAL CONFERENCE ON COMMUNICATION, CIRCUITS, AND SYSTEMS, VOLS 1 AND 2: VOL 1: COMMUNICATION THEORY AND SYSTEMS - VOL 2: SIGNAL PROCESSING, CIRCUITS AND SYSTEMS, 2004, : 792 - 795
  • [23] A New Adaptive Switching Approach for Impulse Noise Removal from Color Images
    Pritamdas, Keisham
    Singh, Kh. Manglem
    PROCEEDINGS 2015 INTERNATIONAL CONFERENCE ON MAN AND MACHINE INTERFACING (MAMI), 2015,
  • [24] Local self-adaptive fuzzy filter for impulsive noise removal in color images
    Morillas, Samuel
    Gregori, Valentin
    Peris-Fajarnes, Guillermo
    Sapena, Almanzor
    SIGNAL PROCESSING, 2008, 88 (02) : 390 - 398
  • [25] Fuzzy two-step filter for impulse noise reduction from color images
    Schulte, Stefan
    De Witte, Valerie
    Nachtegael, Mike
    Van der Weken, Dietrich
    Kerre, Etienne E.
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (11) : 3567 - 3578
  • [26] Adaptive Type-2 Fuzzy Filter With Kernel Density Estimation for Impulse Noise Removal
    Singh, Vikas
    Alankrita, Vipin Chandra
    Pal, Vipin Chandra
    Pati, Avadh
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2024, 32 (12) : 7183 - 7189
  • [27] Impulse noise removal using SVM classification based fuzzy filter from gray scale images
    Roy, Amarjit
    Singha, Joyeeta
    Devi, Salam Shuleenda
    Laskar, Rabul Hussain
    SIGNAL PROCESSING, 2016, 128 : 262 - 273
  • [28] A fast adaptive fuzzy median filter for removal of impulses from color images
    Yan, Zhou
    Quan-Hua, Tang
    Wei-Dong, Jin
    Bo, Hang
    ICIEA 2008: 3RD IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, PROCEEDINGS, VOLS 1-3, 2008, : 980 - +
  • [29] Adaptive Trimmed Averaging Filter for Noise Removal in Color Images
    Smolka, Bogdan
    Radlak, Krystian
    10TH INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE & EDUCATION (ICCSE 2015), 2015, : 89 - 94
  • [30] Simple Adaptive Median Filter for the Removal of Impulse Noise from Highly Corrupted Images
    Ibrahim, Haidi
    Kong, Nicholas Sia Pik
    Ng, Theam Foo
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2008, 54 (04) : 1920 - 1927