A kind of templates of coupled Cellular Neural Network (CNN) are introduced, which are able to overstrike “directionally” pixels in images. The robustness analysis gives the template parameter inequalities which guarantee the corresponding CNNs to work well for performing prescribed tasks. As applications, the CNNs may be used to process unclear characters or art letters.
