Milcho Goranov (, 6 November 1928 – 28 July 2008) was a Bulgarian footballer who played as a defender, most notably for Slavia Sofia. Goranov also earned 21 caps for Bulgaria. He competed in the men's tournament at the 1956 Summer Olympics.