High Performance Decision Based Median Filter for Salt and Pepper Noise Removal in Images

被引:0
|
作者
Daiyan, Golam Moktader [1 ]
Mottalib, M. A. [2 ]
Rahman, Muhammad Mizanur [2 ]
机构
[1] Southern Univ Bangladesh, Dept Comp Sci & Informat Technol, Chittagong, Bangladesh
[2] Islamic Univ Technol, Dept Comp Sci & Engn, Boardbazar 1702, Bangladesh
关键词
Adaptive Switching Median filter; Salt and Pepper Noise;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
A high performance decision based median filter is proposed for removal of salt and pepper in images. It is an enhanced Adaptive Switching Median filter which initially detects noise pixels iteratively through several phases and replaces the noisy pixels with median value. It calculates median value without considering noisy pixels to improve the performance of median filter for high density noise. Detection of noise is done by expanding the mask until 7 x 7 to maintain local information extraction. Moreover, the processing pixel is replaced by last processed pixel if the algorithm fails to detect noise free pixel at 7 x 7. If the noise free median value is not available at 7 x 7 processing window, the last processed pixel take into consideration if it is noise free. If the last processed pixel is noisy, the algorithm select a window size with 15 x 15 dimension and calculate the number of 0's and 255's in the processing window. Then replace the processing pixel with 0 or 255 which is more in number in the selected window. Experiment result shows that it can provide very high quality restored images for images that are contaminated by "salt & pepper" noise, especially when the noise density is large.
引用
收藏
页码:107 / 112
页数:6
相关论文
共 50 条
  • [1] Removal of High Density Salt & Pepper Noise Through a Modified Decision Based Median Filter
    Daiyan, Golam Moktader
    Mottalib, M. A.
    2012 INTERNATIONAL CONFERENCE ON INFORMATICS, ELECTRONICS & VISION (ICIEV), 2012, : 565 - 570
  • [2] New decision-based trimmed median filter for high-density salt-and-pepper noise removal in images
    Vijaykumar, Vaithiyam Rengarajan
    Santhanamari, Guru
    JOURNAL OF ELECTRONIC IMAGING, 2014, 23 (03)
  • [3] A decision based asymmetrically trimmed modified winsorized median filter for the removal of salt and pepper noise in images and videos
    Christo, Mary Subaja
    Vasanth, K.
    Varatharajan, R.
    MULTIMEDIA TOOLS AND APPLICATIONS, 2020, 79 (1-2) : 415 - 432
  • [4] A decision based asymmetrically trimmed modified winsorized median filter for the removal of salt and pepper noise in images and videos
    Mary Subaja Christo
    K. Vasanth
    R. Varatharajan
    Multimedia Tools and Applications, 2020, 79 : 415 - 432
  • [5] Median filter performance based on different window sizes for salt and pepper noise removal in gray and RGB images
    Ahmed, Elmustafa S.Ali
    A.Elatif, Rasha E
    Alser, Zahra T
    International Journal of Signal Processing, Image Processing and Pattern Recognition, 2015, 8 (10) : 343 - 352
  • [6] Performance Improvement of Decision Median Filter for Suppression of Salt and Pepper Noise
    Bhateja, Vikrant
    Verma, Aviral
    Rastogi, Kartikeya
    Malhotra, Chirag
    Satapathy, S. C.
    ADVANCES IN SIGNAL PROCESSING AND INTELLIGENT RECOGNITION SYSTEMS, 2014, 264 : 287 - 297
  • [7] Removal of High Density Salt and Pepper Noise Removal by Modified Median Filter
    Soni, Ankita
    Shrivastava, Rajdeep
    PROCEEDINGS OF THE 2017 INTERNATIONAL CONFERENCE ON INVENTIVE COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICICCT), 2017, : 282 - 285
  • [8] Removal of High Density Salt and Pepper Noise Through Modified Decision Based Unsymmetric Trimmed Median Filter
    Esakkirajan, S.
    Veerakumar, T.
    Subramanyam, Adabala N.
    PremChand, C. H.
    IEEE SIGNAL PROCESSING LETTERS, 2011, 18 (05) : 287 - 290
  • [9] Decision Based Unsymmetrical Trimmed Mode Filter for the Removal of Salt and pepper Noise in Images
    Vasanth, K.
    Kumar, K.
    Saravanan, S.
    2015 INTERNATIONAL CONFERENCE ON CONTROL, INSTRUMENTATION, COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICCICCT), 2015, : 1 - 7
  • [10] Removal of Salt and Pepper Noise Using Advanced Modified Decision Based Unsymmetric Trimmed Median Filter
    Chaitanya, N. Krishna
    Sreenivasulu, P.
    2014 INTERNATIONAL CONFERENCE ON ELECTRONICS AND COMMUNICATION SYSTEMS (ICECS), 2014,