Martinovich is a surname. It can be an anglicization of Martinović. Notable people with the surname include:

Glafira Martinovich (born 1989), Belarusian gymnast (born 1990), Australian model Phil Martinovich (1915–1964), American football player

See also Marinovich Martinich