The phrase "avoid notice" is correct and usable in written English.
It can be used when referring to the act of staying out of sight or not drawing attention to oneself or something.
Example: "He tried to avoid notice while sneaking out of the party."
Alternatives: "stay unnoticed" or "remain under the radar".
It's also the elephant in the center of the living room, cunning in its ability to avoid notice.
Each night, when the museum guards lock up for the day, they hide in bathroom stalls, standing on toilets to avoid notice.
A group of young men quickly gathered around the card table, and I slipped in behind the last few, crouching a little to avoid notice.
You get sucked into this world of who can cut the deepest/be the skinniest and avoid notice by the outside world.
"Each of the hijackers, apparently purposely selected to avoid notice, came easily and lawfully from abroad," Louis J. Freeh, the former director of the F.B.I., testified to Congress in October 2002.
Until that point, the smugglers had limited the size of the groups of children to avoid notice and crossed the Salvadoran-Guatemalan border on busy market days, when the villages were more crowded than usual, immigration officials said.
* It's hard to avoid noticing that conventional publishers were the best-represented stakeholders in the Finch Group.
It's impossible to avoid noticing that they are all — every man and each woman — physically beautiful.
The Liberty and the Indiana Fever could not avoid noticing the changes that took place yesterday at Madison Square Garden.
Show observers couldn't avoid noticing how the Ford and Dodge tag-team made Chevy's conservative new Silverado look about as gutsy as a Toyota Camry.
But, for the moment, it's hard to avoid noticing that France hasn't produced a historic director in three decades.
