Stanislas Ducotterd

Learning a Convex Patch-Based Synthesis Model via Deep Equilibrium

We investigate the learning of a convex patch-based synthesis model for the reconstruction of images. In essence, we propose to learn a dictionary via bilevel optimization for denoising. Using implicit differentiation, we find a closed-form formula of the derivative of the minimizer of an objective…