The 135th Run for the Roses will be held May 2.
Churchill Downs Senior Vice President Kevin Flanery says Rhimes' performance will "begin a 21st-century Derby tradition."
The track says the Fort Knox Army Band will continue its tradition of performing an instrumental version of the national anthem.
The 26-year-old Rimes is a two-time Grammy winner.
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