Object and Texture Classification are fundamental problems in which one is required to extract stable, discriminative information out of noisy, high-dimensional signals. Our perception of image and audio patterns is invariant under several transformations, such as illumination changes, translations or frequency transpositions, as well as small geometrical perturbations. Similarly, textures...