Demographic factors play a significant role in the field of facial image analysis and face recognition technology. The analysis of facial attributes in facial photos is crucial for identifying and determining facial appearance. Understanding how face recognition technologies and face segmentation impact facial images is crucial for developing accurate and reliable classification systems for face...