Fresh peaches are ideal for this recipe because they hold up really well when you're baking them. Canned peaches have been sitting in liquid and can get really mushy when you're baking them. So, we don't recommend using canned peaches. If you absolutely have to use a canned item, canned peach pie filling is a better choice than canned peaches.