Many naturally occurring signals can be accurately represented by a small number of coefficients in some transform domain (e.g. Fourier, Wavelet). In this work, the objective is to study image estimation by using some transforms potentially beyond traditional ones. We will mostly concentrate on image denoising, i.e. cleaning up a bad quality image. Prerequisites: Basic notions in Image Processing, MATLAB (or Java with ImageJ) programming.