Based on the relativity of the different scale coefficients,we proposed a model to model the curvelet coefficients for denoising. The different scale coefficients depend on the previous coefficients,so as to eliminate the noise in the images and keep the image details. The experiments show that the method can remove the noise efficiently and keep the details very well,and it can make a great improvement of image quality.