A frequently occurring problem in face verification in Jumio is that stock face detectors find multiple faces in the input image. The decision which one should be selected for the face verification step is not clear. Common reasons being, users submitting a single image with both selfie and document id. There can be other people, paintings, posters or television screens in the background.
Users may upload the selfie and the document picture in reverse order, etc.