T. Karkkainen et K. Majava, Nonmonotone and monotone active-set methods for image restoration, Part 2:Numerical results, J OPTIM TH, 106(1), 2000, pp. 81-105
Active-set methods based on augmented Lagrangian smoothing of nondifferenti
able optimization problems arising in image restoration are studied through
numerical experiments. Implemented algorithms for solving both one-dimensi
onal and two-dimensional image restoration problems are described. A new, d
irect way for solving the constrained optimization problem appearing in the
inner iteration of the monotone algorithms is presented. Several numerical
examples are included.