In my experience, at least in the field of Solid-state Physics, double-blind review is quite rare. Also, it would be challenging to implement, since it's often very clear who is the group that submitted a paper. The community is not so big, everyone know everyone, samples and techniques are quite peculiar for each group and a paper typically cite a lot of previous work, to avoid large repetitions. It's not uncommon to guess well the reviewers