I'll second Jake's in Atlanta (especially the Piedmont location!) and Harrell's in Cambridge, and add a few of my own:

Big Olaf's
Siesta Key, Sarasota FL

Sorbetteria Castiglione
Via Castiglione
Bologna, Italy
(by far the best gelato in Italy)