The only thing I could come up with if you definitely want to use that particular fabric (I fall in love with mine too), is to put a good fusible stabilizer on the back of it. Then cut your perfect shape from it and it should stay that way. Of course, if you're using this for a quilt, it could be a tad stiff, however a wall hanging could even be enhanced by the added stability.
Let us know how you do.