This publication describes systems and techniques to detect if a camera application is applying an automated mechanism to beautify a human face present in a photograph. Some camera applications may automatically adjust characteristics of a face to “beautify” them, such as by changing a skin tone. Although provided as a feature, this “beautification” potentially can be interpreted as cultural insensitivity or can result in mental health concerns. Accordingly, enabling a user to at least have knowledge of automated beautification can be beneficial. Detecting beautification is accomplished by determining if a camera application adjusts pixels corresponding to a face but not pixels corresponding to a rearranged face. Facial recognition sof...