Here's one of the fun problems that Ford is dealing with, snow:
The Clever Way Ford’s Self-Driving Cars Navigate in Snow
What they're doing is cool and textbook. They use their velodynes to build up a 3d model of the terrain over time, then do Simultaneous Localization and Mapping (SLAM), which...