Total Generalized Variation
Kristian Bredies, Karl Kunisch, and Thomas Pock
Total variation regularization is based on the assumption that the underlying image consists of piecewise constant regions. For natural images, this assumption is no longer valid causing the solutions to suffer from undesired staircasing artifacts. Such limitations can be overcome by considering the total generalized variation.