In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops. International Conference on Computer Vision and Pattern Recognition (CVPR-2026), Autonomous Understanding Through Open-world Perception and Integrated Language Models for On-road Tasks, Denver, Colorado, USA, IEEE, 6/2026.