I disagree, in part. Beauty may not be a completely objective thing ("in the eye of the beholder"), but I do think that there general consensus on what is "beautiful" and what is "ugly."

People may disagree on the degree of beauty and ugliness, and things toward the middle of the scale could also be debated, but both qualities tend to have their zenith that is recognized by virtually everyone.