Geometry of total variation regularized Lp-model

In this paper, the geometry and scale selection properties of the total variation (TV) regularized Lp-model are rigorously analyzed. Some intrinsic features different from the TV-L1 model are derived and demonstrated. Numerical algorithms based on recent developed augmented Lagrangian methods are implemented and numerical results consistent with the theoretical results are provided.