As someone who once lived in Atlanta, I can say the startup scene is not as thriving as you might think. Startup weekend travels around the country doing an event at each major city so it's nothing too special that one was held in Atlanta.
I see lots of startups. Two of those that emerged from this weekend have the potential to be YC type quality startups.