I would suggest sewing a running stitch fairly close to the edge of your circle. Make sure one end has a knot in it and gather your fabric slightly. This will cause the circle to cup slightly with the raw edges turning under.
Then when you press, you should have a circle with raw edges turned under.
Hopes this helps!