Strictly speaking, it should, in my opinion, be "sober myself up". However, in casual speech people might say "sober me up". The same is true of other expressions; for example, "I need something to get me going", "I'm gonna get me some whisky", etc.
New words, one handy idiom, and a 2-minute quiz — delivered to your inbox to keep your streak alive.