Yes, I use 2 strips of 1" wide Johnson & Johnson waterproof adhesive tape - from WalMart. I slightly overlap them. Be SURE to turn down a little bit of each end of whatever you use, sticking it to itself, to make grab tabs at each end.
edited to make a correction about the size tape I use...it's 1 inch wide, not 2 inches wide as I originally posted many times! (me and numbers..sheesh!)
I do use two slightly overlapping strips of ONE
inch wide J&J waterproof adhesive tape, horizontally across my lips, extending well beyond the corners of my mouth.