Common garden heliotrope, Heliotropium arborescens, is a perennial with purple flowers that smell like a mix of almond and vanilla. It's easy to grow as an annual in the summer for those who live in cold climates. Perfumers use the aroma ingredient called heliotropin to add a similar almond vanilla note to perfumes.