I am making the ice cream banana flavored instead of adding sliced bananas to my banana split taco. Then you want to top it with traditional toppings, like whipped cream and cherries. A traditional banana split includes bananas, vanilla ice cream, chocolate syrup, strawberries, pineapple, whipped cream, and maraschino cherries.