1. A method, comprising: a computer system identifying one or more distortion categories for one or more image frames, wherein the identifying is based on distorted image statistics for the one or more image frames; and the computer system determining a quality of the one or more image frames based on the identified one or more distortion categories; wherein reference image frames for the one or more image frames are not available to the computer system in performing the identifying and the determining.