1. A method for determining rotation invariant feature descriptors for points of interest in digital images for image matching, comprising: identifying a point of interest in each of at least two digital images; transforming the at least two digital images to change location of the point of interest in each of the at least two digital images to a principal point; and determining a rotation invariant feature descriptor for the point of interest in each of the at least two transformed digital images for image matching.