If the glue doesn't work out, maybe try Wash Away Wonder tape made by Dritz or Collins. It is a double sided tape 1/4 inch wide. I use it to tape zippers in place before I sew and makes it much easier than pinning. I would put it first on the ribbon then peel off the paper backing and stick to your velvet. You can get it most anywhere sewing supplies are sold...or online.