• DocumentCode
    3254801
  • Title

    A Matlab toolbox for visualization of image manifolds

  • Author

    Eykholt, Kevin ; Duarte, Marco F.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Univ. of Massachusetts, Amherst, MA, USA
  • fYear
    2013
  • fDate
    3-5 Dec. 2013
  • Firstpage
    633
  • Lastpage
    633
  • Abstract
    While manifolds have attracted significant attention from the image processing and computer vision communities, we are not aware of openly available tools for visualization of manifold-modeled data that allows for interactive navigation over the embedded dataset. We introduce the Manifold Analysis GUI (MAGI), a freely available toolbox for Matlab that provides a navigation interface for manifold-modeled image datasets. The inputs to MAGI are a matrix of image data and a corresponding matrix of their embedding coordinates; the toolbox also includes an implementation of Isomap to provide a default nonlinear embedding. MAGI displays a 2-D projection of the embedding that can be navigated interactively, showing the image corresponding to the embedding point closest to the mouse cursor.
  • Keywords
    computer vision; data visualisation; graphical user interfaces; interactive systems; mathematics computing; 2D projection; Isomap; MAGI; Matlab toolbox; computer vision community; default nonlinear embedding; embedded dataset; image data matrix; image manifold-modeled data visualization; image processing; interactive navigation; manifold analysis GUI; mouse cursor; Computer vision; Data visualization; Graphical user interfaces; MATLAB; Manifolds; Mice; Navigation; Image processing; MATLAB; manifolds; visualization;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Global Conference on Signal and Information Processing (GlobalSIP), 2013 IEEE
  • Conference_Location
    Austin, TX
  • Type

    conf

  • DOI
    10.1109/GlobalSIP.2013.6736970
  • Filename
    6736970