Some things don't change, like the dimensions between features like eyes, nose, ears, etc. Coinbase had an interesting presentation on this a few years back about how they verified IDs from pictures and dealt with all kinds of fraud.

Worst case, if the appearance is really drastic then it would just fail and require a manual intervention.