Systems and methods are provided for position refinement of a vehicle, and may include using a vehicle mounted image sensor to capture an image of a scene proximate the vehicle; analyzing the captured images and identifying a positional landmark of the scene proximate the vehicle; and refining a position of the vehicle based on the identified positional landmark.