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
Link To Document