Frontal facial analysis of male celebrities attractiveness standards through artificial intelligence

Irrespective of race background, an appealing male face is characterized by a zygomatic-to-mandibular width ratio nearing 90 %, a low-facial third that is larger than the mid third, contributing to a trapezoidal or square facial shape. The findings contribute valuable insights into attractive standards and the impact of frontal patterns on esthetic canons in male celebrities.