How can I add background image to login?

I've got ultimate branding installed. It only provides for the logo and favicon in images. I would like to add a background image to login screen. I know there are other plugins that do this but they usually come loaded with many of the features that are already included in Ultimate Branding - so I do not want a lot of duplication. Is there a way to add a background image with this plugin?