A computing device can acquire a set of images, each image including at least a portion of a user's face. The images can be acquired using one or more cameras and/or from an image library/database associated with the user. Based on the images including the user's face (or portions thereof), a virtual representation for the user's face can be generated. The device can subsequently receive or identify an image including a facial representation (e.g., face or portion thereof) to be adjusted. The device can analyze the image including the facial representation and determine that the facial representation sufficiently matches the virtual representation. Using the virtual representation, (at least a portion of) the face can be adjusted. For example, one or more variations or details associated with the user's face, which are provided via the virtual representation, can be used to replace, improve, or otherwise modify the face in the image.