What obligations do Buddhists have that separate them from Atheist?

I'll admit that I don't know much about Buddhism so this may be a stupid question to some if not most people. It just bothers me that the religion that is least controversial is not practiced as much. By definition an atheist is someone who does not believe in any gods, is this the only thing different from being Buddhist?