I did this. I used the curtain "pull backs" you know the metal side hooks holding curtains back.
Instead of mounting them sideways, mount upside down at the top. Big enough to hold dowel. They are every where, in any curtain department. Target, Walmart, JC Penny, they come 2 in a package.