More important than team size is in these days financial background which often makes the difference in making a noise out of the crowd.
Small teams often do not have that.
Again, that goes against nearly every successful start up story. Read the start up stories of FB, Twitter, Microsoft, Amazon, Virgin, ect, ect, ect. All were started by 1 or 2 people with a dream and grit to follow it through.