A "pedophile" is sexually attracted to prepubescent children. When one is attracted to adolescents, one is a "hebephile". The word for a person who is sexually attracted to post-pubescents is "normal".
I would wager that the "teen" bodytype will be adolescent at the youngest, so pedophilia is not a word that would properly apply to those who find them sexually attractive.