Most people severely over-estimate how interested in them most other people are.
Unless you're a hot woman or in the process of doing some obnoxiously-loud shit, you're more or less invisible on the streets of a big town. Even if someone notices you, they're not gonna remember you 15 minutes after that. Most "but what'll people think of me" thoughts are either brainworms or vanity.