I did a similar experiment years back on hotornot years back. Took pictures of myself from various different angles and watched the scores after a few days.

A self shot face picture got me about a 5-6. A side profile head shot got me about a 4 and a shot taken by a photographer friend with a good camera and my shirt half undone got me a 9.5 or something.