1. An automated image correction method, comprising: for versions of an image including at least one of an initial image version and at least one downscaled image version, assigning a version detection score to pixels in each image version according to features indicating the pixels are part of a purple fringing artifact; correcting the pixels in at least one image version according to at least one of the version detection scores; and outputting a corrected image incorporating at least one corrected image version.