• DocumentCode
    382296
  • Title

    Edge-preserving image reconstruction for coherent imaging applications

  • Author

    Çetin, Müjdat ; Karl, W.C. ; Willsky, Alan S.

  • Author_Institution
    Lab. for Inf. & Decision Syst., MIT, Cambridge, MA, USA
  • Volume
    2
  • fYear
    2002
  • fDate
    2002
  • Abstract
    We propose a method for edge-preserving regularized reconstruction in coherent imaging systems. In our framework, image formation from measured data is achieved through the minimization of a cost function, which includes nonquadratic regularizing constraints for suppressing noise artifacts, while preserving the object boundaries in the reconstruction. The cost function we use effectively deals with the complex-valued and random-phase nature of the scattered field, which is inherent in many coherent systems. We solve the challenging optimization problems posed in our framework by a novel extension of half-quadratic regularization methods. We present experimental results from three coherent imaging applications: digital holography, synthetic aperture radar, and medical ultrasound. The proposed technique produces images where coherent speckle artifacts are effectively suppressed, and boundaries between different regions in the scene are preserved.
  • Keywords
    biomedical ultrasonics; electromagnetic fields; electromagnetic wave scattering; holography; image reconstruction; medical image processing; optimisation; radar imaging; speckle; synthetic aperture radar; coherent imaging applications; coherent speckle artifacts; complex-valued scattered field; cost function minimization; digital holography; edge-preserving image reconstruction; edge-preserving regularized reconstruction; half-quadratic regularization methods; image formation; imaging systems; measured data; medical ultrasound; noise artifacts suppression; nonquadratic regularizing constraints; object boundaries; optimization problem solution; random-phase scattered field; synthetic aperture radar; Biomedical imaging; Cost function; Holography; Image reconstruction; Layout; Noise measurement; Optimization methods; Radar scattering; Speckle; Ultrasonic imaging;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing. 2002. Proceedings. 2002 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-7622-6
  • Type

    conf

  • DOI
    10.1109/ICIP.2002.1039992
  • Filename
    1039992