You could use Roxanne's or Elmers School glue to keep the "flowers" from shifting. I think it would work just fine, and like dakotamaid said, starch before you applique to keep those edges under control.
Thanks for posting the site dakotamaid. That quilt is beautiful. I hadn't been to the gallery for some time. Love spending time there!