• DocumentCode
    3038996
  • Title

    Denoising image sequences does not require motion estimation

  • Author

    Buades, A. ; Coll, B. ; Morel, J.M.

  • Author_Institution
    Dept. Matematiques i Inf., Univ. Illes Balears, Palma de Mallorca, Spain
  • fYear
    2005
  • fDate
    15-16 Sept. 2005
  • Firstpage
    70
  • Lastpage
    74
  • Abstract
    State of the art movie restoration methods either estimate motion and filter out the trajectories, or compensate the motion by an optical flow estimate and then filter out the compensated movie. Now, the motion estimation problem is ill posed. This fact is known as the aperture problem: trajectories are ambiguous since they could coincide with any promenade in the space-time isophote surface. In this paper, we try to show that, for denoising, the aperture problem can be taken advantage of. Indeed, by the aperture problem, many pixels in the neighboring frames are similar to the current pixel one wishes to denoise. Thus, denoising by an averaging process can use many more pixels than just the ones on a single trajectory. This observation leads to use for movies a recently introduced image denoising method, the NL-means algorithm. This static 3D algorithm outperforms motion compensated algorithms, as it does not lose movie details. It involves the whole movie isophote and not just a trajectory.
  • Keywords
    filtering theory; image denoising; image restoration; image sequences; NL-means algorithm; art movie restoration methods; denoising image sequences; image denoising method; motion compensation; motion estimation; space-time isophote surface; Apertures; Image denoising; Image motion analysis; Image restoration; Image sequences; Motion estimation; Motion pictures; Noise reduction; Optical filters; State estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Video and Signal Based Surveillance, 2005. AVSS 2005. IEEE Conference on
  • Print_ISBN
    0-7803-9385-6
  • Type

    conf

  • DOI
    10.1109/AVSS.2005.1577245
  • Filename
    1577245