Abstract: The invention provides systems, apparatus and methods for digital image processing providing enhanced display of and radiomics generated from images generated from x-ray and other medical imaging data. Such systems, apparatus and methods capture and use that data to identify distinct gradations, e.g., of grayscale within and beyond the spectrum of human vision, then delineate borders based on ranges of gradation, forming irregular multi-layer visual objects with delineated internal contouring and an outer boundary, and then enhance the delineated layers and superimpose the enhancing display over and/or determine radiomic measures of the corresponding areas of the original image, thereby revealing underlying morphology of masses previously obscured, hidden or “masked” from human vision.

Abstract: The invention provides systems, apparatus and methods for digital image processing system providing enhanced display of elements of images generated from x-ray and other forms of attenuation data converted to grayscale digital format. Such systems, apparatus and methods capture attenuation values used to render digital images and uses the data to identify distinct gradations of the grayscale, incorporating grayscale data, e.g., within and beyond the spectrum of human vision, then recursively delineates borders based on ranges of gradation, forming irregular multi-layer visual objects with delineated internal contouring and an outer boundary, and then enhancing each delineated layer and superimposes the enhancing display over the corresponding area of the original image, thereby revealing underlying morphology of masses previously obscured, hidden or “masked” from human vision. The invention operates on all digital images produced by attenuation values (i.e.