Embodiments of the present invention pertain to methods and apparatuses for quantifying properties of skin. In one embodiment, data that describes a set of images of skin is received. A plurality of the images comprising the set of images were taken under a different lighting condition. Surface normals are computed based on the data and the computed surface normals are utilized to enable quantifying a property of the skin for the purpose of evaluating the skin.