• DocumentCode
    3037148
  • Title

    Restoration of blurred images using Blind Deconvolution Algorithm

  • Author

    Ramya, S. ; Christial, T. Mercy

  • Author_Institution
    Kalasalingam Univ., Anand Nagar, India
  • fYear
    2011
  • fDate
    23-24 March 2011
  • Firstpage
    496
  • Lastpage
    499
  • Abstract
    Image restoration is the process of recovering the original image from the degraded image. Aspire of the project is to restore the blurred/degraded images using Blind Deconvolution algorithm. The fundamental task of Image deblurring is to de-convolute the degraded image with the PSF that exactly describe the distortion. Firstly, the original image is degraded using the Degradation Model. It can be done by Gaussian filter which is a low-pass filter used to blur an image. In the edges of the blurred image, the ringing effect can be detected using Canny Edge Detection method and then it can be removed before restoration process. Blind Deconvolution algorithm is applied to the blurred image. It is possible to renovate the original image without having specific knowledge of degradation filter, additive noise and PSF. To get the effective results, the Penalized Maximum Likelihood (PML) Estimation Technique is used with our proposed Blind Deconvolution Algorithm.
  • Keywords
    Gaussian processes; blind source separation; deconvolution; edge detection; image restoration; low-pass filters; maximum likelihood estimation; Canny edge detection; Gaussian filter; PML estimation; additive noise; blind deconvolution algorithm; blurred image edge; degradation filter; degradation model; degraded image; image deblurring; image distortion; image recovering; image restoration; low-pass filter; penalized maximum likelihood estimation; ringing effect; Deconvolution; Degradation; Image edge detection; Image restoration; Low pass filters; Noise; Pixel; Blind Deconvolution Algorithm; Canny Edge Detection; Degradation Model; Image restoration; PML; PSF;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Emerging Trends in Electrical and Computer Technology (ICETECT), 2011 International Conference on
  • Conference_Location
    Tamil Nadu
  • Print_ISBN
    978-1-4244-7923-8
  • Type

    conf

  • DOI
    10.1109/ICETECT.2011.5760166
  • Filename
    5760166