This stream delves into the latest breakthroughs in computer vision and their role in enabling safe and reliable autonomy. Explore how deep learning, multi-modal sensor fusion, and real-time object detection push the boundaries of perception in L3–L5 vehicles. Gain insights into next-gen vision-based SLAM, occlusion handling, and robust scene understanding in complex environments. Finally, discover how AI-powered vision systems enhance decision-making, improve efficiency, and drive the future of scalable autonomous mobility.