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
  • [21] DETAIL PRESERVING MEDIAN BASED FILTER FOR IMPULSE NOISE REMOVAL IN DIGITAL IMAGES
    Vijaykumar, V. R.
    Ebenezer, D.
    Vanathi, P. T.
    ICSP: 2008 9TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, VOLS 1-5, PROCEEDINGS, 2008, : 793 - +
  • [22] Rank-ordered mean filter for removal of impulse noise from images
    Singh, KM
    Bora, PK
    Singh, SB
    IEEE ICIT' 02: 2002 IEEE INTERNATIONAL CONFERENCE ON INDUSTRIAL TECHNOLOGY, VOLS I AND II, PROCEEDINGS, 2002, : 980 - 985
  • [23] Difference based median filter for removal of random value impulse noise in images
    Ma, Chunbo
    Lv, Xuewei
    Ao, Jun
    MULTIMEDIA TOOLS AND APPLICATIONS, 2019, 78 (01) : 1131 - 1148
  • [24] NON-LINEAR RESTORATION OF BLURRED IMAGES WITH POISSON NOISE
    LO, CM
    SAWCHUK, AA
    JOURNAL OF THE OPTICAL SOCIETY OF AMERICA, 1979, 69 (10) : 1441 - 1442
  • [25] A median/ANFIS filter for efficient restoration of digital images corrupted by impulse noise
    Yuksel, M. Emin
    AEU-INTERNATIONAL JOURNAL OF ELECTRONICS AND COMMUNICATIONS, 2006, 60 (09) : 628 - 637
  • [26] Vector median filter based on non-causal linear prediction for detection of impulse noise from images
    Singh, Khumanthem Manglem
    INTERNATIONAL JOURNAL OF COMPUTATIONAL SCIENCE AND ENGINEERING, 2012, 7 (04) : 345 - 355
  • [27] Marginal noise removal of document images
    Fan, KC
    Wang, YK
    Lay, TR
    PATTERN RECOGNITION, 2002, 35 (11) : 2593 - 2611
  • [28] Marginal noise removal of document images
    Fan, KC
    Wang, YK
    Lay, TR
    SIXTH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION, PROCEEDINGS, 2001, : 317 - 321
  • [29] Non-linear Filtration Of Impulse Noise By Means Of Cellular Neural Networks
    Solovyeva, Elena
    2017 INTERNATIONAL SIBERIAN CONFERENCE ON CONTROL AND COMMUNICATIONS (SIBCON) PROCEEDINGS, 2017,
  • [30] An efficient method for the removal of impulse noise
    Luo, Wenbin
    Dang, Dung
    2006 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, ICIP 2006, PROCEEDINGS, 2006, : 2601 - +