I think one of the reasons why I really love Katee so much isn't because of physical attractiveness. She's one of the only women actresses out there who I can safely say I would want to hang out with and have a beer. She sounds really personable, and just fun to hang out with.
Physically, she isn't the best shaped figure, but I've seen a lot worse. And yeah, there are some pictures where she looks ugly and some where she looks attractive.