This paper describes an algorithm aimed at correcting visual elements in image pages, both for preprocessing and further reference purposes. The correction scenarios are a consequence of either unacceptable amounts of noise in portions of the image-page, or the need to standardize the image-page to a given size, without visible alterations or artifacts.