@article{septstandarddefinitionmapenhancedscene, title = {SEPT: Standard-Definition Map Enhanced Scene Perception and Topology Reasoning for Autonomous Driving}, author = {Muleilan Pei and Jiayao Shan and Peiliang Li and Jieqi Shi and Jing Huo and Yang Gao and Shaojie Shen}, year = {2025}, eprint = {2505.12246}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.12246v1}, }