Taking pictures of people without their knowledge, in my opinion, is fraud.
Respectfully, whatever else it may be, taking pictures of people without their knowledge is not, and cannot be, fraud. Fraud implies misrepresenting something, or oneself, for gain; intentionally failing to deliver what is promised; or cheating someone of something by deceit.
Man on the street