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.