Facial features can vary from ethnicity to ethnicity (see e.g., https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3074358/), and so a machine learning model trained solely on pictures from one ethnic group may not understand how to reliably distinguish different people of another ethnicity.