Currently at sunspider js test,
ie9 is fastest followed by firefox 5.
Chrome may seem like it starts up really fast, but it only gives you a empty window that, at first 1-2 seconds(in which firefox also fully boots up), does nothing. Even you can't see the new tab page. It loads that stuff after the window is shown. Firefox does that before the windows is shown.