A method for detecting ground glass objects in a digitized image comprises the steps of determining intensity statistics from a plurality of ground glass objects, determining an intensity map of the distance of each point in an image from a mean intensity of said ground glass objects wherein one or more candidate ground glass objects can be identified, determining a circularity value for each candidate ground glass object, and calculating one or more feature values wherein said candidate ground glass object is characterized.