Beauty is entirely in the eye of the beholder.

Literal

Beautiful [quotative-ということは] completely seeing person [possessive-の] eye [by-による].

全く見る人の眼による — による means 'depends on.' 美しいということ nominalizes the concept of 'being beautiful.' A classic statement about subjective beauty.