We present a method of grouping edge elements upon the relation of smoothed continuity. This method is based upon the optimization of a quality function of curvature and edge intensity, from a local to a global level. It is implemented with a network of locally-connected processing elements. This method was rst designed to deal with dot images and then was applied to the problem of road extract...