I have found the ML image categorization models an excellent method of extracting a unique descriptor. It is possible to compress the image for matching and storage into a compact signature.

I did it here: https://github.com/starkdg/phashml

https://github.com/starkdg/pyphashml

It is available in a python module that uses tensorflow model.

Feel free to message me.