Diseases not only manifest as internal structural and functional abnormalities, but also have facial characteristics and appearance deformities. Specific facial phenotypes are potential diagnostic markers, especially forendocrine and metabolic syndromes, genetic disorders, facial neuromuscular diseases, etc. Artificial-intelligence-based FR has been found to have superiorperformance in diagnosis of diseases.