Yes indeed; it's particularly odd to see in the eyes, where the milky blankness we're used to seeing in marble statues actually used to have a painted iris and pupil on them.

It's hard to know whether it's just a bias from a life spent associating unpainted statues with high culture, but I much prefer them unpainted.