Existence and uniqueness are established for a degenerate regularization of
the well-known Perona-Malik equation proposed by the first author for
non-smooth initial data. The results heavily rely on the choice of appropriate
functional setting inspired by a recent approach to degenerate parabolic
equations via so-called singular Riemannian manifolds introduced by Herbert
Amann