Systems and method are provided for controlling a vehicle. In one embodiment, a vehicle includes: an imaging device, a ranging device, a data storage element to maintain calibration data associated with a relationship between the imaging device and the ranging device, one or more actuators, and a controller. The controller obtains image data from the imaging device, classifies portions of the image data as ground, obtains ranging data from the ranging device, identifies a ground subset of the ranging data corresponding to the portions of the image data using the calibration data; and operates the one or more actuators onboard the vehicle in a manner that is influenced by the ground subset of the ranging data.