The Uruguayan's strike provided a rare memorable moment for Boro fans in front of goal, particularly coming at the home of North East rivals Sunderland.
The first of two he scored that afternoon, Stuani would go on to pick up the Premier League Goal of the Month award for August.
Voting is now open to decide which Premier League goal is best from the ten monthly winners.
You can cast your vote using the Carling Tap app or at the Carling website, with the poll open until 23.59 on Wednesday May 24.
Meanwhile, Gaston Ramirez's solo effort against Bournemouth at the Riverside was nominated for Match of the Day Goal of the Season, an award which was won by Liverpool's Emre Can.