I would find it very hard to believe that Catholics don't believe this as well.
Catholic believe their Baptism puts them in the 'born-again' category, though we also believe you must mature in your faith through the other Sacraments of Eucharist, Penance (Reconciliation), and Confirmation.
"...I tell you the truth, no one can see the kingdom of God unless he is born again."