Spray starch! New trick for me with my dresden plates. Assemble the plate, spray just the back of them, put them on the background - they stay! You could spray the back of any shape.
This requires that the seam allowance of the "shape" is already turned under and pressed. I usually keep one pin an couple of inches "ahead" of where I'm stitching and move it along, but not necessary.