Mitsuoka is a Japanese surname. Notable people with the surname include:

Eiji Mitsuoka (born 1976), Japanese mixed martial artist Masami Mitsuoka, Japanese singer now known as Mizca Natalia Mitsuoka, Argentinian figure skater Shinya Mitsuoka, Japanese footballer