Larry Brown was born "Larry O'Neill Brown, Jr." on December 19, 1962. Brown received the nickname "Poncho" as a child, as he was a fan of the television series Cisco Kid. He earned a BFA from the Maryland Institute College of Art in 1984, majoring in graphic design and photography.