  We present a convergence analysis of a finite difference scheme for the time
dependent partial different equation called gradient flow associated with the
Rudin-Osher-Fatemi model. We devise an iterative algorithm to compute the
solution of the finite difference scheme and prove the convergence of the
iterative algorithm. Finally computational experiments are shown to demonstrate
the convergence of the finite difference scheme. An application for image
denoising is given.
