Research questionHow can mobile identity verification detect facial-video spoofing when the camera stream is manipulated or replaced?Remote identity checks may receive replayed, synthesized, or injected facial video rather than a genuine camera capture. This makes it difficult to distinguish legitimate users from presentation and stream-manipulation attacks using facial video alone.