Last couple times over the border the officers have pointed a camera at me (travelling on US passport), so I assume my mug is in there. Seems completely routine and universal at airports now? I wonder if the original passport photo has similarly been scanned at this point.
I have US citizenship + SSN but never lived in the USA. I do have a passport though and visited a few times for vacations.