David O Russell's new drama stars Cooper as a man recently released from a psychiatric institution, who moves back in with his parents and falls for their similarly troubled neighbour (Lawrence).
Robert De Niro, Jacki Weaver, Julia Stiles and Chris Tucker are among the film's supporting cast.
Silver Linings Playbook won the top prize at this year's Toronto Film Festival, and had its UK premiere as the Surprise Film at the recent London Film Festival.
Silver Linings Playbook will be released in cinemas on November 21.
Watch a trailer below: