<p>A method and apparatus for classifying an object in an image is disclosed. A depth image is provided. Areas of the depth image unsatisfactory for object identification are eliminated from consideration. A plurality of two-dimensional projections of surface normals in the depth image is determined. One or more objects are classified based on the plurality of surface normals.</p>