An automatic approach, for reverse engineering of digitized hand printed and electronic planar objects, is presented which is useful for vectorizing the generic shapes. The rational cubic function were used to find the optimal solution of the curve fitting problem with the help of a soft computing technique genetic algorithm which finds appropiate values of shape parameters in the description of rational cubic functions.