Tree peonies, also called woody peonies, are plants with breathtaking flowers that immediately capture the attention of visitors in my peony garden. While these magnificent flowering shrubs are often associated with slightly warmer climates, their ability to thrive in colder regions adds an extra layer of colors in mixed borders.