I use double-sided fusible interfacing. It's backed with paper on one side. You iron it on the fabric, cut out the shape you need (or cut it first and iron it on, whichever you prefer), then peel the paper off and iron it in place. It's really lightweight, but bonds and holds nicely. You can get it at any fabric store.