The agency is reporting a 66 percent increase in cases from 2014 to 2017, but it says the actual number of cases could be much higher.
Many of the assaults happen on flights when the cabin is dark, and the victim is asleep.
The FBI launched a campaign earlier this year called Be Air Aware.
It's asking people to come forward if they may have been victims.