For chicken burgers and turkey burgers, bake at 350°F for about 20 minutes, or until the internal temperature of the patties reach 165°F. You can even bake vegetarian burgers in the oven. For a chickpea burger, bake the patties at 350°F until the center reaches 160°F, about 10 to 15 minutes.