• DocumentCode
    774286
  • Title

    Comparative Study of Semi-Implicit Schemes for Nonlinear Diffusion in Hyperspectral Imagery

  • Author

    Duarte-Carvajalino, Julio M. ; Castillo, Paul E. ; Velez-Reyes, Miguel

  • Author_Institution
    Lab. of Appl. Remote Sensing & Image Process., Puerto Rico Univ., Mayaguez
  • Volume
    16
  • Issue
    5
  • fYear
    2007
  • fDate
    5/1/2007 12:00:00 AM
  • Firstpage
    1303
  • Lastpage
    1314
  • Abstract
    Nonlinear diffusion has been successfully employed over the past two decades to enhance images by reducing undesirable intensity variability within the objects in the image, while enhancing the contrast of the boundaries (edges) in scalar and, more recently, in vector-valued images, such as color, multispectral, and hyperspectral imagery. In this paper, we show that nonlinear diffusion can improve the classification accuracy of hyperspectral imagery by reducing the spatial and spectral variability of the image, while preserving the boundaries of the objects. We also show that semi-implicit schemes can speedup significantly the evolution of the nonlinear diffusion equation with respect to traditional explicit schemes
  • Keywords
    geophysical signal processing; image classification; image colour analysis; image enhancement; matrix algebra; remote sensing; hyperspectral imagery; nonlinear diffusion equation; undesirable intensity variability; vector-valued image; Hyperspectral imaging; Hyperspectral sensors; Image processing; Image restoration; Image segmentation; Nonlinear equations; Partial differential equations; Remote monitoring; Smoothing methods; Space technology; Hyperspectral imaging; nonlinear diffusion; partial differential equations (PDEs); preconditioning; remote sensing; scale space; semi-implicit schemes; vector image processing;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2007.894266
  • Filename
    4154789