• DocumentCode
    19519
  • Title

    Image Processing Using Smooth Ordering of its Patches

  • Author

    Ram, Idan ; Elad, Michael ; Cohen, Israel

  • Author_Institution
    Dept. of Electr. Eng., Technion - Israel Inst. of Technol., Haifa, Israel
  • Volume
    22
  • Issue
    7
  • fYear
    2013
  • fDate
    Jul-13
  • Firstpage
    2764
  • Lastpage
    2774
  • Abstract
    We propose an image processing scheme based on reordering of its patches. For a given corrupted image, we extract all patches with overlaps, refer to these as coordinates in high-dimensional space, and order them such that they are chained in the “shortest possible path,” essentially solving the traveling salesman problem. The obtained ordering applied to the corrupted image implies a permutation of the image pixels to what should be a regular signal. This enables us to obtain good recovery of the clean image by applying relatively simple one-dimensional smoothing operations (such as filtering or interpolation) to the reordered set of pixels. We explore the use of the proposed approach to image denoising and inpainting, and show promising results in both cases.
  • Keywords
    image denoising; interpolation; smoothing methods; travelling salesman problems; corrupted image; high-dimensional space; image denoising; image inpainting; image pixels; image processing scheme; interpolation; one-dimensional smoothing operations; permutation; shortest possible path; smooth ordering; traveling salesman problem; Denoising; inpainting; patch-based processing; pixel permutation; traveling salesman;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2013.2257813
  • Filename
    6497611