Application used for detecting and identifying vehicles in a video stream, in real-time. Vehicle identification involves automatically detecting the presence of a vehicle, recognizing its license plate number, country of origin, category, manufacturer, and model version. The application works as an external module, with communication through a REST interface, and can be included as a component in a higher-level application. Stream VI utilizes advanced image analysis techniques such as deep neural networks and is available for various system platforms and processors.