Just memorising the order of the keys from left-to-right, top-to-bottom, and reciting it, was enough for me never to have to look down. I have no idea why or how; I assume it's something to do with dreaming.
It would be an interesting experiment to have one group do that before teaching both groups to touch type. Then measure the speed and accuracy of both groups.