If you love carrot cake and banana bread, hummingbird cake might just become your new favorite dessert. This classic Southern layer cake is unbelievably moist, packed with ripe bananas, crushed pineapple, warm spices, and toasted pecans, and finished with tangy cream cheese frosting.