I would recommend wet sanding by hand only. Keep in mind it's really being done to "knock off" the rough finish the sprayer/brush created. (which in theory shouldn't take long at all)
I have wet sanded plenty, and depending on what I'm doing I've used anywhere from 800-2000 grit paper.
Also...