aesthetosexual 

One whose sexuality is dominated by a sense of beauty and the artistic.

Unfortunately, the new curator did not approve of the aesthetosexuals' wild after-hours parties.

aesthetosexual by eldereft December 9, 2008

Aestheticosexual 

Sexually attraction to beautiful people

Jay: Damn, that boy looks good!
Pui: You only like hot people - you're so superficial!
Jay: Nah, I like BOTH brains and beauty - I'm a sapiosexual AND an aestheticosexual. Sigh, I'm always gonna be single.

Aestheticosexual by cyeF September 24, 2017