Rovers struggled to create a clear-cut chance and were denied two penalties when Gareth Barry held Benni McCarthy and Zat Knight tugged at Jason Roberts.
Gareth Barry gave away possession for Southampton's first goal by Jason Puncheon and also conceded an embarrassing own-goal soon after halftime to make it 3-1.