A method of identifying a myocardial region of interest in cardiac medical image data is disclosed. The method includes identifying myocardial tissue (200) in first (204) and second (206) views of the medical imaging data and constructing a myocardial surface (502). In one embodiment, the myocardial surface is modeled as a plurality of elliptical arc segments (502) and a half ellipsoid.