Ah, it's ambigaus again, is it?
Trying to overcome bias by introducing your own bias in your dataset by introducing a bias of your own won't work. You're just setting yourself up to get a ridiculously (unintentionally) racist image of an "Ethinically Ambigaus" Homer Simpson.