Duke Blue Devils men's basketball. ... Prior to joining the ACC, Duke won the Southern Conference championships five times. Duke has also finished the season ranked No. 1 in the AP poll seven times and is the all-time leader in total weeks ranked as the number one team in the nation by the AP with 135 weeks.