One of the lessons of the Grand Challenge was, put a bunch of sensors up there, even though it's expensive, and be sure you have good lidar coverage. Velodynes are one main high-end option for lidar.

Lidars can be more effective than stereo cameras (although they have tradeoffs vs. stereo in some use cases).