1. A vehicle lighting detection method comprising: receiving sensor data associated with operation of one or more vehicles; extracting from the sensor data a plurality of images and a plurality of corresponding image labels, wherein the images each include at least a portion of an observed vehicle, and the image labels indicate a corresponding lighting state of the observed vehicle in each of the images; training, with a processor, a machine learning model utilizing the plurality of images and the plurality of corresponding image labels.