The present disclosure is directed toward systems and methods for generating an interactive digital media item based on a two-dimensional “selfie.” For example, one or more embodiments described herein identifies a face in the two-dimensional “selfie,” then builds and displays a three-dimensional model based on the identified face. One or more embodiments described herein also track movement of a viewer of a computing device displaying the three-dimensional model such that one or more portions of the three-dimensional model appear to follow the person viewing the “selfie.”