Just like scalloped potatoes, potatoes dauphinoise, and au gratin potatoes have more in common than not. Dauphinoise potatoes are a potato casserole dish consisting of thinly sliced potatoes with a flavored cream sauce and cheese. The primary difference is the inclusion of breadcrumbs in au gratin potatoes.