Brown first acknowledged the fight by tweeting a picture of himself with a large cut on his chin, which he claimed was the result of a bottle being thrown at his face.
Witnesses claim that the 'Take Care' rapper and members of his entourage sparked a huge fight with Brown, resulting in several injuries.
Footage from the night of the incident at the New York club W.i.P has been released, featuring both Drake and Brown leaving the scene.
Drake has since denied that he had anything to do with the altercation, though Brown's attorney said he has evidence linking him to the incident.
TMZ reports that New York State Park Police have called for more security at the rapper's Jones Beach Theatre concert tonight (June 16), for fear that another brawl may occur.
Neither Drake nor Brown have made any further comment on the fight, which is currently under investigation.
Watch the video for Drake's 'Take Care' below: