We present a new approach based an Partial Differential Equations (PDE) to restore noisy blurred images. After studying the methods to denoise images, staying as close as possible to the input image and methods to restore discontinuities, we will propose a new scheme which combines all this schemes; Quantified numerical test on a synthetic image will demon-state the efficiency of our scheme and the role of varying the parameters for denoising, enhancement and coupling. A result on a real image sill be also presented.