• DocumentCode
    3380776
  • Title

    Adaptive spatial and multiresolution approach for image denoising

  • Author

    Arivazhagan, S. ; Sugitha, N. ; Vijay, M.

  • Author_Institution
    Dept. of ECE, Mepco Schlenk Eng. Coll., Sivakasi, India
  • fYear
    2011
  • fDate
    21-22 July 2011
  • Firstpage
    812
  • Lastpage
    817
  • Abstract
    The denoising of digital images degraded by various type of noises is a major problem in image processing. By implementing with different successive filtering procedures, a very good tradeoff between detail preservation and noise removal is obtained. Pixels that are detected as noisy are filtered, the others pixels remain unchanged. In this present paper, a different approach to the problem is proposed based upon the method of joint bilateral filtering and wavelet thresholding. By implementing various spatial and transform domain methods either individually or combinedly for image denoising on various noise added images and evaluate the performance of the same. The proposed method for image denoising is performed through a recursive application of simple steps and demonstrated on a number of standard images. The results obtained with the proposed method outperforms other state-of-the-art filters both visually and in terms of objective quality peak-signal-to-noise ratio (PSNR).
  • Keywords
    filtering theory; image denoising; image resolution; performance evaluation; recursive estimation; wavelet transforms; PSNR; adaptive spatial approach; detail preservation; digital image denoising; image processing; joint bilateral filtering; multiresolution approach; noise removal; objective quality peak-signal-to-noise ratio; performance evaluation; recursive application; spatial domain methods; successive filtering procedures; transform domain methods; wavelet thresholding; Discrete wavelet transforms; Distortion measurement; Image resolution; Noise measurement; PSNR; Bilateral Filter; Image Denoising; Joint Bilateral Filter; Spatial domain; Wavelet Domain;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing, Communication, Computing and Networking Technologies (ICSCCN), 2011 International Conference on
  • Conference_Location
    Thuckafay
  • Print_ISBN
    978-1-61284-654-5
  • Type

    conf

  • DOI
    10.1109/ICSCCN.2011.6024662
  • Filename
    6024662