This project is under the collaborative research between General Motors-Carnegie Mellon in GM-CMU Connected and Autonomous Driving Collaborative Research Lab (GM-CMU CAD-CRL) to develop advanced technologies for autonomous driving as well as future model year vehicles. At the core of this project is the goal of collision-free drivable space estimation, and the development of scene parsing and understanding algorithms centered on this theme.