escape (one's) notice
To avoid being seen. I doubt you will escape people's notice if you show up at the party in a floor-length sequined gown.
escape somebody’s ˈnotice
not be noticed by somebody: It may have escaped your notice but I’m very busy right now. Can we talk later?