We give a complete classification of the stability properties of the equilibria for the semi-discrete one-dimensional Perona-Malik equation, with Dirichlet boundary conditions. We also give the Γ-expansion of the corresponding discretized functionals up to the order two, as the discretization parameter goes to zero.