If your seats are not fully back, they might slip down vertically behind the seat backs...mine do.
We drive with the seats not quite fully back and the side screens will sit upright behind the seats or flat on the parcel shelf.
But unless it is warm they stay on the car!!

(couldn't find a smiley for wrap up warm!)