This competition is organized in connection with the **[AUTOPILOT workshop at CVPR 2026](https://autopilot-cvpr.net)**, which brings together work on safety-critical autonomous driving, including robust perception and video understanding. 

Participants are encouraged (but not required) to engage with the workshop community, e.g., by sharing techniques, lessons learned, or a short write-up of their solution. Top-performing approaches may be highlighted as part of the workshop program. For workshop updates, submission details, and deadlines, please refer to the AUTOPILOT workshop page or as in the Kaggle Discussion.