Kornerup is a surname. Notable people with the surname include:
Ann-Mari Kornerup, Swedish-Danish textile artist Ebbe Kornerup (1874–1957), Danish painter and writer Jacob Kornerup (1825–1913), Danish archaeologist and painter Ludvig Kornerup (1871–1946), Swedish football referee and manager