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
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;
Conference_Titel :
Image Processing, 1997. Proceedings., International Conference on
Conference_Location :
Santa Barbara, CA
Print_ISBN :
0-8186-8183-7
DOI :
10.1109/ICIP.1997.647799