I would stitch it all down. Depending on the size of the pieces, I might change my stitch. For the big pieces, I'd use the blanket stitch (my favorite) and for the narrow pieces, I'd use a straight stitch close to the edge. A narrow zig-zag would work too. It's very pretty.