  This extended abstract presents the first stages of a research on in-painting
suited for art reconstruction. We introduce M.C Eschers Print Gallery
lithography as a use case example. This artwork presents a void on its center
and additionally, it follows a challenging mathematical structure that needs to
be preserved by the in-painting method. We present our work so far and our
future line of research.
