Efficient Non-linear Filter for Impulse Noise Removal in Document Images

被引:0
|
作者
Awad, Ali [1 ]
机构
[1] AL Azhar Univ Gaza, Fac Engn & Informat Technol, Gaza, Israel
关键词
Image denoising; Impulse noise; Non-linear filter; MATHEMATICAL MORPHOLOGY; BINARY IMAGES; RESTORATION; SELECTION;
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
A novel method is proposed in this paper to restore document images. The proposed method is based on finding the degree of similarity between the tested pixel and its neighbors in different door's sizes. If the tested pixel in every door size has enough similarity with at least two pixels, then the tested pixel is deemed original pixel. The number of two pixels is chosen, to make sure that the tested pixel is a part of an original text or a part in a series of similar pixels. Simulation results indicate that the new method delivers superior performance rapidly and efficiently either in terms of the noise removal or details preservation.
引用
收藏
页码:9 / 16
页数:8
相关论文
共 50 条
  • [1] Cellular Neural Network as a Non-linear Filter of Impulse Noise
    Solovyeva, Elena
    PROCEEDINGS OF THE 20TH CONFERENCE OF OPEN INNOVATIONS ASSOCIATION (FRUCT 2017), 2017, : 420 - 426
  • [2] Removal of High and Low Density Impulse Noise From Digital Images Using Non Linear Filter
    Benazir, T. M.
    Imran, B. M.
    INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, IMAGE PROCESSING AND PATTERN RECOGNITION (ICSIPR 2013), 2013, : 229 - 233
  • [3] An Efficient Directional Weighted Median Switching Filter for Impulse Noise Removal in Medical Images
    Nair, Madhu S.
    Reji, J.
    ADVANCES IN COMPUTING AND COMMUNICATIONS, PT III, 2011, 192 : 276 - 288
  • [4] Impulsive noise removal with the use of local adaptive non-linear filter
    Mozerov, M
    Kober, V
    APPLICATIONS OF DIGITAL IMAGE PROCESSING XXVII, PTS 1AND 2, 2004, 5558 : 762 - 769
  • [5] An Efficient Denoising Architecture for Removal of Impulse Noise in Images
    Lien, Chih-Yuan
    Huang, Chien-Chuan
    Chen, Pei-Yin
    Lin, Yi-Fan
    IEEE TRANSACTIONS ON COMPUTERS, 2013, 62 (04) : 631 - 643
  • [6] Efficient removal of impulse noise from digital images
    Luo, Wenbin
    IEEE TRANSACTIONS ON CONSUMER ELECTRONICS, 2006, 52 (02) : 523 - 527
  • [7] High performance detection filter for impulse noise removal in images
    Awad, A. S.
    Man, H.
    ELECTRONICS LETTERS, 2008, 44 (03) : 192 - 193
  • [8] An Adaptive Clustering based Non-Linear Filter for the Restoration of Impulse Corrupted Digital Images
    Saudia, S.
    Varghese, Justin
    Nallaperumal, Krishnan
    Mathew, Santhosh P.
    Allwin, S.
    Thakur, S. K.
    SIXTH INDIAN CONFERENCE ON COMPUTER VISION, GRAPHICS & IMAGE PROCESSING ICVGIP 2008, 2008, : 9 - +
  • [9] Non-casual linear prediction based adaptive filter for removal of high density impulse noise from color images
    Roy, Amarjit
    Laskar, Rabul Hussain
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2017, 72 : 114 - 124
  • [10] An efficient algorithm for the removal of impulse noise from corrupted images
    Luo, Wenbin
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2007, 61 (08) : 551 - 555