Actually, rebase saves your starting point to ORIG_HEAD so this is usually as simple as:
git reset --hard ORIG_HEAD
However, the reset, rebase and merge all save your original HEAD pointer into ORIG_HEAD so, if you've done any of those commands since the rebase you're trying to undo then you'll have to use the reflog.