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

Image In painting Applied to Art Completing Escher's Print Gallery