There's no magic way of getting over it, just practice in front of the mirror until you feel confident. Remind yourself that if anyone laughs or scoffs at you they're the one in the wrong, not you, and everyone is mad at them for disrespecting you.

Because what you're trying to do- it deserves respect. Being self conscious means you care about your performance.