Depends if you're talking about neckpieces or joining wood pieces.
If the latter, it's scarfs.
If the former, I can't find a definitive authority either way, most sources I checked seem to favor (albeit slightly) scarfs over scarves . Though I myself, as a long-time Upper Midwesterner USA, have mostly heard scarves.