Southampton came out for the second half a much improved side after struggling to get going in the first period.
Chances fell to Ryan Manning, Fellows and Cameron Archer but none of them could find the target with their efforts.
Saints boss Will Still said he was frustrated at how his side had started the game.
"It was very frustrating," Still told BBC Radio Solent. "The first half was not good enough.
"I think we have literally wasted 45 minutes of what we were doing by taking things too literally and too stereotypically.
"Away from that it was a bit of a stop-start game. There were a lot of free-kicks, throw-ins, goal kicks and it just sort of flattened things to be honest.
"But maybe that was what they wanted, they probably came here for that and got what they wanted so fair play to them for that.
"I just want to win games of football. I was more frustrated with the scenario of the game. It was just very stop-start, long balls, second balls, fouls. It just did not get into the flow of what it could have been, what it should have been, so we have to fix that."