We discuss a method suitable for inpainting both
large scale geometric structures and stochastic
texture components. We use the well-known FRAME
model for inpainting. We introduce a temperature
term in the learnt FRAME Gibbs distribution. By
using a fast cooling scheme a MAP-like solution is
found that can reconstruct the geometric
structure. In a second step a heating scheme is used
that reconstruct the stochastic texture. Both steps
in the reconstruction process are necessary, and
contribute in two very different ways to the
appearance of the reconstruction.