The best way to clean white canvas shoes that are turning yellow is to use a solution of baking soda and hydrogen peroxide. In a small bowl, combine 1 tablespoon of baking soda with 1/2 tablespoon each of hydrogen peroxide and water. Use a clean toothbrush or paintbrush to brush the paste onto the canvas.