It depends on how hideous the face and/or the body was.
Here are two good examples, IMO, to choose from:
-Pre-'plastic surgery experiment gone horribly wrong' Delta Burke at her highest weight (and it was up there) vs. Sarah Jessica Parker
IMO, SJP is the lesser of the two evils there...