Melbye is a surname. Notable people with the surname include:
Anton Melbye (1818–1875), Danish painter and photographer Fritz Melbye (1826–1869), Danish marine painter Mads Melbye (born 1956), Danish epidemiologist Terje Melbye Hansen (born 1948), Norwegian sport shooter Vilhelm Melbye (1824–1882), Danish marine artist