From my own tests I would actually say even though Chrome now has hardware acceleration, IE9 is still top. Its canvas is still about 25% faster and is even better quality too - you get nice antialiasing on object edges, which Chrome and Firefox don't appear to do.
Although we don't support it yet you can get much better performance from using WebGL, so IE could still end up slowest.