Abstract: Edge is an important character of the image.The stability of the network and the parameter choice are the key problems when Cellular Neural Network（CNN） is used to pick up the image edge.The stable condition of CNN is discussed，and the self-adaptive template parameters of the network are fixed reasonably.Based on Matlab 7.0，the simulation applied to the edge detection has presented its validity in the image processing，as well as the noise control.