I'd bet that, pre-CBB UK, Aubrey O'Day and Renee Graziano could have walked laps from Marble Arch to Oxford Circus and gone the whole day, on the right day, without being recognised once. They really aren't famous enough to feel separated from ordinary people.
I mean obviously they're still clearly more famous than Bear on aggregate, I'm not arguing that. But still....