You're talking about training data, but (as I understand it) current commercial facial recognition may use learned features but from there it uses traditional biometrics to identify faces. So this criticism doesn't necessarily hold as these biometrics could easily be one-shot.

(Any facial recognition gurus feel free to enlighten me, of course! :)