See FAQ on the US Embassy website (Internal Revenue):
"I am a U.S. citizen married to a nonresident alien. Can I claim an exemption for each of us?
Yes, provided the NRA spouse did not have any income from U.S. sources and he or she has been issued an ITIN (Individual Tax Identification Number)."