The pair led a 17-1 run in the final six minutes that pushed the Cardinal (8-1) ahead for the first and only time. Owens had 10 points during the critical stretch and Randle made four free throws to keep Stanford perfect at home this season.
C.J. Williams had 18 points and C.J. Leslie scored 14 to help the Wolfpack (5-3) build leads of 11 and 12 in each half only to see both disappear. North Carolina State has not beaten a Pac-12 opponent -- formerly called the Pac-10 Conference -- on the road in almost 18 years.
Maryland point guard Melo Trimble, considered a lock to leave the program before struggling in the second half last season, has withdrawn from the NBA draft and will return for his junior season.
Louisville's Chinanu Onuaku, who recently underwent a medical procedure to correct a heart rhythm issue detected during the combine, will keep his name in the NBA draft pool.
Andrew White III will return to the Nebraska men's basketball team next season after removing his name from the NBA draft.