Video Voyeurism Prevention Act of 2003 - Amends the Federal criminal code to prohibit knowingly capturing by videotape, photograph, film, or any electronic means, with the intent to do so, an improper image of an individual (an image of the naked or undergarment clad individual captured without that individual's consent) under circumstances violating that individual's privacy.