son of johan philip weilbach who ran a clothing factory in usserød north of copenhagen, weilbach graduated from borgdyd school on the copenhagen island of christianshavn in 1852. he then studied esthetics and history of art but did not take final examinations. from 1860 to 1862, he was in rome as secretary to the danish consul and became a member of the scandinavian association.