Line drawings can be obtained from digital images using a combination of various edges processing techniques such as edge detection, edge thinning, perceptual organization, the Hough transform, and others. Our interest has been the extraction of surfaces for use in subsequent object recognition algorithms. An initial step of the surface extraction process can yield an edge image that allows detection of viewpoint invariant properties of the edge such as symmetry, collinearity, curvilinearity, parallelism, and co-termination. These properties contribute to the determination of the surfaces making up an object. Additionally, surface extraction from line drawings is a very important sub-system of computer vision in the area of 3-D object recog...