I can't ever judge my attraction or not off of a picture. While I may take note of a person's physical attractiveness, I never feel sexual attraction until I get to know them, and a connection is made.
I would go anyway. But you know yourself better than I do.
And besides, if there is no chemistry, he could be a friend.