Comment by klyrs

Sounds like you're using machine learning & computer vision. How much diversity is in your training set? I can see obesity, skin tone, and gender playing a role in this. Or, is it entirely trained on photos of the user? Even so... I see you're looking for users' ears. Can it cope with ears hidden by hair, or chunky earrings that change daily?