Would you recognize Scarlett Johansson without makeup? Because that's what she's doing in Vanity Fair’s Hollywood Issue. Shot by photographer Chuck Close using a 20-by-24-inch Polaroid camera, other famous faces in the feature include Kate Winslet, Brad Pitt, Julia Roberts, Oprah and Sean Penn. It's kind of refreshing to know that celebrities have flaws just like the rest of us. For more unflattering celebrity portraits, click here