The 36-year-old singer, formerly known as "Scary Spice," gave birth in Los Angeles on Thursday night, according to her representative.
It is the first child for Brown and Belafonte, who have been married since 2007.
Brown has two other daughters from previous relationships, and Belafonte, a movie producer, has an older daughter.