• DocumentCode
    248776
  • Title

    Ultimate grain filter

  • Author

    Alves, W.A.L. ; Hashimoto, R.F.

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Sao Paulo, Sao Paulo, Brazil
  • fYear
    2014
  • fDate
    27-30 Oct. 2014
  • Firstpage
    2953
  • Lastpage
    2957
  • Abstract
    This work introduces a residual operator called ultimate grain filter which is a powerful image operator based on numerical residues. With a multi-scale approach, the ultimate grain filter analyzes an image under a series of grain filters of increasing grain sizes. Thus, contrasted objects can be detected if a relevant residue is generated when they are filtered out by one of these grain filters. We also present an efficient algorithm for ultimate grain filter computation by using a structure called tree of shapes. In fact, since the result of a given grain filter can be obtained by pruning the corresponding tree and reconstructing it, we show that the result of the ultimate grain filter (which is based on numerical residues from a family of grain filters) can be obtained by the computation of the difference (remaining nodes) of the corresponding pruned trees. Finally, we propose the use of ultimate grain filter to extract contrasted objects using a priori knowledge of an application.
  • Keywords
    filtering theory; image processing; grain sizes; image operator; numerical residues; pruned trees; ultimate grain filter; Image reconstruction; Indexes; Level set; Morphology; Shape; Vegetation; connected operator; grain filter; residual morphological operator; tree of shapes; ultimate grain filter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2014 IEEE International Conference on
  • Conference_Location
    Paris
  • Type

    conf

  • DOI
    10.1109/ICIP.2014.7025597
  • Filename
    7025597