It's Super Street Fighter IV: Arcade Edition (AE). No it's Marvel vs. Capcom 3 (MvC3).
The real fighting game that earned a Golden Joystick this year was Mortal Kombat 9. The NetherRealm fighter bested AE and MvC3 to earn the award. Last year, the award went to Capcom's Street Fighter IV.
The Golden Joystick Awards launched in 1982.
See the video of Mortal Kombat 9's award win below.