How to do 3D embroidery flower. Embroidered flowers are beautiful. But sometimes you want some more pizzazz to your work. You want your flowers to look real, stand out, not lie flat. Nothing too complicated as they sound – beautiful and almost as eye popping and original looking as real flowers.