The ordinary side of stars without exposure

Under the spotlight, stars are the focus of the whole scene, but when they leave the spotlight, would you still recognize them? Maybe they are just ordinary people. Just like if you see Stephen Chow riding a bike and hanging out on the road, would you believe it's him?