Joey+Rory, the husband and wife duo that made it to the finals on CMT's reality series "Can You Duet," has signed with Vanguard/Sugar Hill.

The country duo, comprised of songwriter Rory Feek (Blake Shelton's "Some Beach") and Joey Martin, is currently in the studio with producer Carl Jackson finishing their debut album, scheduled for a fall release.

The duo's debut single is "Cheater Cheater," which they premiered on "Can You Duet."