I do the same as you and stick mine on with the red double sided tape as it is stronger. I also put a bit of glue onto the rose petals and leaves as extra support. I personally don't use a glue gun or sillicone glue as I find the flowers don't stay on, especially if little fingers tug at the flowers !!  I also find it a bit of a faff, but worth it.

Coralie