The basic model of the cellular Neural Network CCNN) is briefly described in this paper. Based on the discretetransformatlOn of contmuous-tIme CNN ,feature extractlOn techniques of character recognition usmg CNN are proposed by the combinatlOn of connected component detector and shadow detector. Good results of computer slmulation expertment are also glven.