Title :
Edge-preserving nonnegative hyperspectral image restoration
Author :
Henrot, Simon ; Moussaoui, Samira ; Soussen, Charles ; Brie, David
Author_Institution :
Fac. des Sci., Univ. de Lorraine, Vandoeuvre-lès-Nancy, France
Abstract :
We consider a hyperspectral image restoration problem in which the solution is known to be nonnegative. The image estimate is obtained as the constrained minimizer of a convex criterion incorporating prior information on its spatial and spectral regularity. We previously proposed a fast algorithm for Tikhonov regularization. Here, we adapt this algorithm to edge-preserving image restoration.
Keywords :
convex programming; edge detection; hyperspectral imaging; image restoration; Tikhonov regularization; constrained minimizer; convex criterion; edge-preservation; image estimation; nonnegative hyperspectral image restoration; spatial regularity; spectral regularity; Convergence; Hyperspectral imaging; Image edge detection; Image restoration; Minimization; Optimization; Constrained convex optimization; Deconvolution; Half-quadratic criterion; Hyperspectral imaging;
Conference_Titel :
Acoustics, Speech and Signal Processing (ICASSP), 2013 IEEE International Conference on
Conference_Location :
Vancouver, BC
DOI :
10.1109/ICASSP.2013.6637926