KITTI

One of the most famous novel Computer Vision benchmark for Autonomous Driving, KITTI dataset contain videos, Velodyne sensors, and a GPS localization system recording of rural areas and highway driving in the city of Karlsruhe. It is a collaborative work of Karlsruhe Institute of Technology and Toyota Technological Institute at Chicago.

http://www.cvlibs.net/datasets/kitti/