In this comparison of Fergie with and without makeup, we can see at the left a picture taken when the singer was cosmetics-free on the street, while on the right, there is a image of her on a event looking just as casual but with concealer, blush, eyeliner, lip gloss and highlighter.
The biggest difference probably is in her skin, that looks a lot more even and glowing with makeup.