The majority of the popular male musicians there are comparably photogenic to the females, Sheeran is really the major exception and he's not even ugly, just Distinctive in a way that's easily matched by Sia and personally I'd say both Gaga and Eilish.
It just looks like pretty people are in general a lot more successful, which is unsurprising. The attempt to apply a sexist lens to it is a bit tortured.