In the context of map generation for autonomous driving, we want to move from a supervised setting to an un/self-supervised setting. One idea could be the integration of Large Vision-Language Models (VLMs) for solving this problem. This needs to be developed and evaluated. During your internship, you will develop the auxiliary task for self-supervision. You will integrate and evaluate the Foundation Models.