In the present study, photographs of 100 males and 100 females ranging in age from 20 to 30 years were collected from the campus of the host institute. The photographs were col¬lected in the Frontal plane using a Nikon Coolpix L120 (14.1 megapixels) camera. For standard measurements, one photograph of each individual was collected without any mag¬nification from a distance of 4 feet, keeping the camera parallel to the face of the individual. In addition to this, two pho¬tographs of each individual at different magnifications of 2x and 4x keeping the camera at a distance of 10 feet and two photographs from different distances - 6 feet and 10 feet with¬out any magnification were collected for the purpose of verifi¬cation of the methodology adopted. Individuals with any kind of head or neck trauma that could distort the normal facial appearance were excluded from the present study. Images of some of the individuals were deliberately distorted and then analysed to check the application of the methodology for iden¬tification from distorted images.