IMHO an under-explored bit of intuition is crops in the frequency domain. If you want to try this for yourself grab a megabyte of photos of “conventionally attractive” selfies and a megabyte of selfies chosen at random and gzip them. I’m personally not all that symmetrical so I don’t compress all that well. But I suspect you’ll find that “pretty” people compress better. Same experiment with pop music vs serious jazz,…
What do you mean by crop in frequency domain? Low pass filtering i.e. removing higher frequency components?
Asymmetry, blemish, teeth a different color than the corpus all consume entropy in the Shannon sense.
In a very real sense, movie stars are the most boring people to take still photos of.