The shooting occurred at Mt. Zion Cemetery as the funeral for Marcus Brown was about to begin.
Brown was fatally shot in Baltimore in August.
Police say one of the men was pronounced dead at the scene, and the other man was taken to the hospital with life-threatening injuries.
Spokeswoman Officer Jennifer Peach said police believe there were two shooters who were in the crowd at the funeral, and that the shooting was targeted.
Police believe the shooters were firing at each other.
The Associated Press contributed to this report
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