Embodiments relate to road priority and driving directions. In one embodiment, a system includes an object detector module configured: (i) to detect objects of a type in photographic images associated with first and second tracks, and (ii) to determine a first number of times objects of the type appear in photographic images geocoded along the first track, and a second number of times objects of the type appear in photographic images geocoded along the second track. The system also includes a priority score module configured: (i) to generate a first priority score associated with the first track based at least on the first number, and (ii) to generate a second priority score associated with the second track based at least on the second number. The system further includes a driving direction module configured: (i) to select a driving route that includes the track associated with a greater priority score.