• DocumentCode
    319918
  • Title

    Space-variant deconvolution for synthetic aperture imaging using simulated annealing

  • Author

    Robini, M.C. ; Rastello, T. ; Vray, D. ; Magnin, I.E.

  • Author_Institution
    CREATIS, Inst. Nat. des Sci. Appliquees, Villeurbanne, France
  • Volume
    1
  • fYear
    1997
  • fDate
    26-29 Oct 1997
  • Firstpage
    432
  • Abstract
    The synthetic aperture image formation process can be formulated as a space-variant 2D convolution. The recovery of the original reflection density is an ill-posed inverse problem which is both underdetermined and ill-conditioned. Its stabilization is achieved via concave stabilizers that are well adapted to the preservation of discontinuities. This leads to the minimization of a non-convex functional, a task which is successfully carried out using a Metropolis-type annealing algorithm. For improved performance, we investigate some inexpensive acceleration techniques which do not alter the theoretical convergence results; their efficiency is demonstrated through restorations from simulated data
  • Keywords
    deconvolution; electromagnetic wave reflection; functional equations; image restoration; inverse problems; minimisation; numerical stability; radar imaging; simulated annealing; synthetic aperture radar; Metropolis-type annealing algorithm; concave stabilizers; convergence results; discontinuities preservation; efficiency; ill-conditioned problem; ill-posed inverse problem; image restoration; inexpensive acceleration techniques; non-convex functional minimisation; performance; reflection density recovery; simulated annealing; simulated data; space-variant 2D convolution; stabilization; synthetic aperture image formation; synthetic aperture imaging; underdetermined problem; Aperture antennas; Convergence; Convolution; Deconvolution; Image restoration; Inverse problems; Reflection; Scattering; Simulated annealing; Tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 1997. Proceedings., International Conference on
  • Conference_Location
    Santa Barbara, CA
  • Print_ISBN
    0-8186-8183-7
  • Type

    conf

  • DOI
    10.1109/ICIP.1997.647799
  • Filename
    647799