Someone who cultivates an unusually high sensitivity to beauty, as in art or nature, often in a manner perceived to prioritize beauty over other qualities such as virtue and utility.
arbiter of taste
How often have the words aesthete and arbiter of taste occurred in a corpus of books? (source: Google Ngram Viewer )