This screen recording showcases vehicle object detection in action.

Once a vehicle is identified, on-screen visual guides appear to help the user center the vehicle and ensure it fills the frame correctly—whether it's too close, too far, or off-center.

The system also detects when the vehicle is cut off at any of the four edges: top, bottom, left, or right.

This functionality is powered by Google’s open-source MediaPipe framework.

There are also pitch and roll indicator for further guidance.