  Recent quasi-optimal error estimates for the finite element approximation of
total-variation regularized minimization problems require the existence of a
Lipschitz continuous dual solution. We discuss the validity of this condition
and devise numerical methods using locally refined meshes that lead to improved
convergence rates despite the occurrence of discontinuities. It turns out that
nearly linear convergence is possible on suitably constructed meshes.
