road accidents and fatalities globally. To combat this issue, understanding the impact of a
driver's visual surroundings is crucial in designing roadways that discourage speeding. This
study investigates the influence of visual surroundings on drivers in 15 US cities using
3,407,253 driver view images from Lytx, covering 4,264 miles of roadways. By segmenting
and analyzing these images along with vehicle-related variables, the study examines factors …