In this thesis a TV-based shearlet shrinkage is proposed for discontinuity-preserving denoising using a combination of shearlet with a total variation scheme . For TV denoising numerical procedure , we use two approaches . In the first approach , we apply semi-implicit method for total variation . In order to solve Euler-Lagrange equation associated with total variation , we use Additive Operator Splitting (AOS) scheme .