Firstly, I think we should be the judge of whether you are attractive or not.
I'm the same as you.
I have very few female friends.
The whole popular girls are *****y towards over attractive girls really annoys me because i would say in my group of ten close girl friends 8 are very attractive and at college when we got speaking to people we found out a lot of people assumed we would just be *****es and really superficial which it turned out we weren't. We all liked to take pride in our appearances but it was quite sad to think people thought we wouldn't want to speak to them. Basically think of it like this - you're saying people are judging you on your appearance yet are you not doing exactly the same by just presuming the 'pretty popular' girls will not be friends because your attractive?
Give them a chance, try talking to them, you'd probably be surprised.
Babe, you could be butterz. man up and show us a pic, then we might be able to properly help you.