Vittori was born in Izola in 1909, which at that time belonged to Austria-Hungary. After WWI, the town was part of Italy and Vittori represented that country. In 1928 he won the gold medal as member of the Italian boat in the coxed four event. Eight years later he was part of the Italian boat which was eliminated in the repêchage of the coxed four competition.