That's generally correct:

"To get SSI, you must live in the United States or the Northern Mariana Islands and be a U.S. citizen or national." http://www.ssa.gov/pubs/11000.html

Some very specialized groups of noncitizens may be eligible:

http://www.ssa.gov/pubs/11051.html