Probably can't make it go away. The good news is that people kind of accept that you have no control over it. People are gonna notice probably and they might give you a little bit of ribbing for it but they usually don't want to hurt your feelings or be mean. You will probably just have to accept that this is a thing that happens to you and learn to react to it in a way that doesn't make you feel bad about yourself when people notice.
Your worst fear is probably that someone will say something. So probably you should use a mirror and rehearse your reaction to a typical scenario so that you are prepared to react in a way that doesn't make it more awkward than it has to be.