The Foo Fighters will be teaming up with director Mark Pellington, who is responsible for Pearl Jam's video for "Jeremy" as well as directorial work on the film Arlington Road, for the band's new single. Shooting will begin Wednesday for the song "Best of You," which is the first single from the Foo's upcoming album, In Your Honor.