There is no difference, the banana plant is not actually a tree. Although the banana plant is often referred to as a banana tree, it is related to ginger and actually classified as a herb. The plant has a succulent stem rather than a woody ‘tree’ trunk. You might say the banana is a tree-like perennial herb.