Systems and methods for deductively determining a resolution setting for an imaging device based on one or more features of a scene are disclosed. The features may include the size of primary or foreground faces within the scene, a maximum amount of high frequency content within the scene, a lighting condition of the scene, or a battery level of an electronic device.