No you cannot be charged, but it has nothing to do with her lying about her age.  In GA, the age of consent to have consensual sex is 16; this is the age at which a peson can no longer be a victim of statutory rape.  However, there may be other laws, such as contributing to the delinquency of a minor or the like, that may come into play.