Yeah, it's just "I'm leaving."

I'd generally use it in one of two ways:

1. If trouble is imminent and I want no part of it then I might comment "I'm outta here!!!"

2. To express an insincere reluctance to leave. A replacement for "I'd love to stay and chat (or whatever), but I have to go."