The music video for "Me Against the Music" was filmed over three days in October 2003, at Silvercup Studios in Long Island City, New York.
Musikvideon till "Me Against the Music" spelades in under tre dagar i oktober 2003 vid Silvercup Studios i Long Island City, New York.