Games like The King of Fighters 2003

If you finished The King of Fighters 2003, the closest matches are The King of Fighters 2001, The King of Fighters 2000, Brawlout, The King of Fighters '99: Millennium Battle and Rico. All 7 share its arcade genre and are ranked by how closely their themes and modes overlap.