This project focuses on key perception tasks for self-driving cars, including ground plane estimation from 3D data, semantic segmentation to identify drivable areas, and detection of lanes and obstacles. By combining these techniques, the system helps autonomous vehicles understand their environment for safe and efficient navigation.