1. A computing device implemented to adjust perspective of one or more features in an image of a scene consistent with human perception, the computing device comprising: a memory configured to maintain camera information for the image of the scene that includes the one or more features having lines; a processor system configured to execute one or more modules of an image processing application that is implemented to: compute a homography based on the camera information that is to be applied to the image to adjust alignment of the one or more features of the scene in relation to an axis of the image, the homography computed at least in part according to one or more human perception-based criteria; and reproject the image according to the homography to generate an adjusted image of the scene having the lines of the one or more features of the scene adjusted for alignment with the axis of the image.