This gallery contains 26 photos of banana plants. Banana plants are commonly referred to as trees although they are actually herbaceous. They can grow to over 20 feet in height; their leaves can grow over 8 feet in length and 2 feet wide. The fruit they produce is referred to as a banana. Banana plants are important agricultural crops.