1. A method for performing illumination normalization on a digital image, comprising: receiving an input image having at least one spurious edge directly resulting from illumination present when the input image was acquired; performing anisotropic diffusion on the input image to form a diffusion image; and removing at the least one spurious edge using the diffusion image.