Illegal surveillance technology deployed warrants illegal masks in my opinion. But you should also hide eyes, ears and nose to the highest degree as possible. But even then advanced image processing will probably be able to identify you if you are already on record in some form.

Alas, maybe if everyone at the Women's March on Washington wore fake beards and moustaches instead of pink pussy hats, they would have been taken more seriously.