Back off - It is often said to a person who is getting involved in a situation. It is used often to give a command, to remove oneself from the situation. We also use this to express fear for instance
Back down - to admit a mistake. To stop supporting an idea.
Back up - to support someone verbally. To back someone up; to back up another person.