Abstract: Systems, devices, methods, and instructions for travel document validation, including receiving data for one or more travel documents, generating a set of features for artificial intelligence model training, validating, and testing, upon receiving data for a plurality of travel documents, data from a first subset of travel documents is used to train an artificial intelligence model, a second subset of travel documents is used to validate the artificial intelligence model, and a third subset of travel documents is used to test the artificial intelligence model.

Abstract: Within a vehicle, and at a border crossing, a verification device enables unsupervised or automatic biometric authentication of subjects (i.e., persons or travelers) moving between secured areas (e.g., across a border or into a secured facility, for example). Verification device is configured to store reference biometric information for one or more vehicle occupants. Upon approaching a verification station at a border crossing, user(s) supply one or more biometrics (e.g., fingerprint, facial recognition, voice recognition) for validation against the reference biometric information. Upon validation, verification device transmits a validated signal to the verification station to enable the vehicle to pass the border crossing without stopping at the immigration booth. For example, the receipt of a validated signal may trigger the opening of a gate at a border crossing.

Abstract: A technique includes receiving, for a traveler, traveler information via a plurality of different information collection modes, determining a reliability score for each of the plurality of information collection modes, determining a cumulative score for the traveler based on the reliability score for each of the plurality of information collection modes, determining whether the cumulative score is greater than or equal to a threshold, performing traveler processing based on the received traveler information if the cumulative score is greater than or equal to the threshold, and otherwise, receiving for the traveler, traveler information via an additional different information collection mode if the cumulative score is less than the threshold.