After banging my head against my code for a while, I seem to finally have a 2d correlation function result that matches the literature....
Published result (from Ross 2007):
The values match!
This is an autocorrelation. I want to make sure it doesn't change significantly when I do a cross correlation, then I am going to try and see how it looks when I run in on several bins.