Video Voyeurism Act of 2002 - Amends the Federal criminal code to prohibit, within the special maritime and territorial jurisdiction of the United States, the videotaping, photographing, filming, or recording by electronic means of any nonconsenting person in circumstances in which that person has a reasonable expectation of privacy: (1) if such person is nude, clad in undergarments, or in an exposed state of undress; or (2) under the person's clothing so as to expose private areas. Provides exceptions with respect to: (1) law enforcement officers pursuant to a lawful criminal investigation; or (2) correctional officials for security purposes or the investigation of alleged misconduct involving a person in custody.