I have had that happen a few times. In most cases it was a little first or second grader that rode the school bus with me while I was in high school. They recognized me , but I didn't recognize because they were grown up. Have you ever had that happen?
Yes.
It happens a lot to people who have done any amount of public speaking/appearance.