I think Dead or Alive 3 is the coolest fighting game ever.
The reason being is that you can play as a hot chick and beat the living shit out of someone by kicking them through a brick wall. So much fun
Plus the graphic textures in the game are amazing.
Check out this game play eye:
Those are some goood polygons.