You’re right, though the Sith are a group of Dark Jedi, so from an outsider’s perspective they’re effectively the same. Vader is also a former Jedi himself anyway.
It should be stated that all Sith/Dark Jedi we’re former Jedi’s.
I don’t think that’s necessarily true. The Emperor wasn’t.