Abstract In this paper, the author analyses further problems of global stability for a class of cellular neural networks with delays (DCNN) by means of Lyapunov functional method and some new analysis technique, some new criteria of stability are obtained under more general conditions. These criteria can be applied to design globally stable networks and thus have important significance in signal processing, especially in moving image treatment.