Combine oats, water, milk, and banana slices in a saucepan over medium heat. Once simmering, stir and cook until oats are creamy, about 3 minutes, using a spatula to mash banana slices.
Remove pan from heat then stir in brown sugar, vanilla, and almond extract. Pour into a bowl then top with cherries and almonds.