Horrific footage captured the moment when a man attacked a pedestrian with a baseball bat while walking in New York City.

The victim, 47, was seen on the ground after his attacker stalked and banged him on the head on Tuesday around 8am in Hamilton Heights, police said.

It is unclear why the attack occurred, but the unknown assailant was seen walking behind of the victim before he pulled the bat out of his pants.