I very, very rarely take conscious notice of billboards. If every one within a 100 miles of me were to disappear without a trace over night I'm honestly not sure I'd notice.
Do you ever do anything outside at night? The digital billboards are not something you'd miss. They're too bright and attention grabbing to be anything but obnoxious.