The FAA has release its final rules for drone registration requirements. Every small unmanned aircraft used for hobby and recreational purposes must be registered. This includes traditional radio controlled models in addition to autonomous and semi-autonomous drones. "Small" means 0.55 to 55 lbs.
http://www.faa.gov/uas/registration/ [faa.gov]