• DocumentCode
    3559667
  • Title

    Simple adaptive median filter for the removal of impulse noise from highly corrupted images

  • Author

    Ibrahim, Haidi ; Kong, Nicholas Sia Pik ; Theam Foo Ng

  • Author_Institution
    Sch. of Electr. & Electron. Eng., Univ. Sains Malaysia, Nibong Tebal
  • Volume
    54
  • Issue
    4
  • fYear
    2008
  • fDate
    11/1/2008 12:00:00 AM
  • Firstpage
    1920
  • Lastpage
    1927
  • Abstract
    This paper presents a simple, yet efficient way to remove impulse noise from digital images. This novel method comprises two stages. The first stage is to detect the impulse noise in the image. In this stage, based on only the intensity values, the pixels are roughly divided into two classes, which are "noise-free pixel" and "noise pixel". Then, the second stage is to eliminate the impulse noise from the image. In this stage, only the "noise-pixels" are processed. The "noise-free pixels " are copied directly to the output image. The method adaptively changes the size of the median filter based on the number of the "noise-free pixels " in the neighborhood. For the filtering, only "noise-free pixels " are considered for the finding of the median value. The results from 100 test images showed that this proposed method surpasses some of the state-ofart methods, and can remove the noise from highly corrupted images, up to noise percentage of 95%. Average processing time needed to completely process images of 1600times1200 pixels with 95% noise percentage is less than 2.7 seconds. Because of its simplicity, this proposed method is suitable to be implemented in consumer electronics products such as digital television, or digital camera.
  • Keywords
    adaptive filters; image denoising; impulse noise; median filters; adaptive median filter; highly corrupted images; impulse noise removal; noise pixel; noise-free pixel; Adaptive filters; Consumer electronics; Digital TV; Digital cameras; Digital filters; Digital images; Filtering; Noise reduction; Pixel; Testing; Noise reduction; adaptive filter; impulse noise; median filter; salt-and-pepper noise;
  • fLanguage
    English
  • Journal_Title
    Consumer Electronics, IEEE Transactions on
  • Publisher
    ieee
  • Conference_Location
    11/1/2008 12:00:00 AM
  • ISSN
    0098-3063
  • Type

    jour

  • DOI
    10.1109/TCE.2008.4711254
  • Filename
    4711254