Picture of a white cleome flowers (Cleome hassleriana), nicknamed "spider plants." At 3 to 6 feet, cleome flowers are tall enough to be planted in the back row of a planting bed. Although an annual, it re-seeds readily. Cleome flowers also come in the colors, pink and purple. Some cleome flowers are bi-colored.