A theory of image quality, called the Image Quality Circle, is presented and described in detail. It includes many of the well recognized elements of image quality, but arranges them in a way that makes the subject of image quality both understandable and complete. This tutorial report provides a comprehensive description of the underlying assumptions and rationale of the theory. An organizational view of the Image Quality Circle is also provided to facilitate the establishment of image quality goals and specifications.