It is said that Poussin could not distinguish Caroselli's copy of a Madonna by Raphael from the original. It was rumored that he was also an art forger and passed some of his copies off as originals.
He learned to paint by working as an art restorer and copyist. He became very skilled at copying older masters such as Annibale Carracci, Titian and Caravaggio.