Does this justify me calling my girlfriend "fat"?

Yes, it does justify it. She feels entitled to criticize you, well you can do the same. Though, I think you should be the mature one and apologize even if you aren't sorry. This isn't something that should cause a strain in your relationship. Call her, tell her you apologize and she's beautiful how she is.