Joshua Tree is renowned for its plant diversity—there are nearly 750 species of vascular plants found here. Nearly half of these are annual plants, like many of the wildflowers that bloom in spring. Wildflower Viewing. The park also has a spectacular number of trees and shrubs. Shrub assemblages here are among the most diverse vegetation types in North America. Joshua Tree is also known for its numerous species of cacti and rare plants.