Currently, the emergence of industrial revolution in the future vehicle sector is experiencing rapid growth. In the vehicles of tomorrow, in addition to Automated Driving, importance is also given to advanced technologies that involve many other aspects, such as new biometric solutions to access the vehicle based, e.g., on recognition of the face or the body pose of the vehicle owner. Face and body pose are considered important components for future intelligent vehicle applications, such as determining whether a person is authorized to access and operate the vehicle. The challenge is to build a fast and accurate system able to detect, recognize and verify the driver’s identity with the constraint introduced operating in the wild (operating in an environment external to the vehicle, characterized by largely variable conditions).