In the application at hand we measure objects and perform a coarse estimation of shape and color. The following considerations are based on the assumption that the starting position for property estimation is the boundary of an image region that resembles the silhouette of an object as closely as possible. For each step, an efficient solution is needed to allow for computation on mobile devices.