Visual preference, or physical attractiveness, is often an important aspect of Appeal, which is an important aspect of perceived Value. Sometimes, it is helpful to use a quantitative measure of visual preference. It is essential that such measures of visual preference, especially with an online survey, be part of a larger research program involving actual observation and depth interviewing of people in the field (i.e. the real world).
All of the above being said, take a look at a visual preference survey of color and configurations (convertibles and coupes) of a Smart roadster, a product of Daimler-Chrysler, not currently imported to the U.S.