Abstract: In view of Gauss noise characteristic,this paper proposed a denoising method carries on the gradation compensation with the variable step based on Pulse-Coupled Neural Networks ( PCNN).This method worked well,and could manifest the PCNN's nature capture characteristic better compared with other filtering methods.The experiment results showed that it had manifested a better performance in the signal-to-noise ratio improvement factor.