A gluten-free diet is one that eliminates all foods that contain gluten and is often adopted by individuals who have Celiac disease or gluten sensitivity. A healthy low-carb diet doesn't eliminate any specific types of carbohydrates. Rather, it reduces the amount of all carbohydrate-rich foods in one's diet.