1. A method of filtering a red-eye phenomenon from an acquired digital image comprising a multiplicity of pixels indicative of color, the pixels forming various shapes within the image, the method comprising: (a) analyzing meta-data information including image acquisition device-specific information; and (b) utilizing meta-data information of user preference device-specific setup information for said analyzing meta-data; and (c) determining, based at least in part on said meta-data analysis, whether one or more regions within said digital image are suspected as including red eye artifact.