1. A computing device for adjusting faces in images, the computing device comprising: a camera; at least one processor; and a memory including instructions that, when executed by the at least one processor, cause the computing device to: acquire a plurality of high resolution images, each high resolution image of the plurality of high resolution images including at least a portion of a first representation of a face, wherein at least some of the plurality of high resolution images are acquired using the camera; generate a set of manifolds representing the first representation of the face based, at least in part, on variations of the portion of the first representation of the face included in the plurality of images, the set of manifolds provide information about one or more displayable variations associated with the face and include at least a low-dimensional manifold that represents a downscaled version of the first representation of the face; acquire a subsequent image that includes a second representation of the face; determine that at least portions of the second representation of the face included in the subsequent image match, within an allowable deviation, the downscaled version of the first representation of the face; select at least one displayable variation from the one or more displayable variations associated with the face to be applied to the second representation of the face; and generate an adjusted second representation based at least in part on the second representation of the face included in the subsequent image and based at least in part by applying the at least one displayable variation to the subsequent image.