The KITTI Vision Benchmark Suite offers challenging real-world datasets for computer vision tasks in autonomous driving. Data is collected using a research vehicle equipped with high-resolution cameras, a Velodyne laser scanner, and a GPS system in various environments around Karlsruhe, Germany. It provides benchmarks for tasks like stereo, optical flow, visual odometry, 3D object detection, and 3D tracking.