@inproceedings{ma_learning_2024,title={Learning {Autonomous} {Driving} {Tasks} via {Human} {Feedbacks} with {Large} {Language} {Models}},author={Ma, Yunsheng and Cao, Xu and Ye, Wenqian and Cui, Can and Mei, Kai and Wang, Ziran},booktitle={Findings of the Association for Computational Linguistics: EMNLP},year={2024},}
CVPR
LaMPilot: An Open Benchmark Dataset for Autonomous Driving with Language Model Programs
Yunsheng Ma*, Can Cui*, Xu Cao*, and 9 more authors
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024
@inproceedings{ma_lampilot_2024,author={Ma, Yunsheng and Cui, Can and Cao, Xu and Ye, Wenqian and Liu, Peiran and Lu, Juanwu and Abdelraouf, Amr and Gupta, Rohit and Han, Kyungtae and Bera, Aniket and Rehg, James M. and Wang, Ziran},title={LaMPilot: An Open Benchmark Dataset for Autonomous Driving with Language Model Programs},booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},year={2024},}
CVPR
MAPLM: A Real-World Large-Scale Vision-Language Benchmark for Map and Traffic Scene Understanding
Xu Cao*, Tong Zhou*, Yunsheng Ma*, and 8 more authors
In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024
@inproceedings{cao_maplm_2024,author={Cao, Xu and Zhou, Tong and Ma, Yunsheng and Ye, Wenqian and Cui, Can and Tang, Kun and Cao, Zhipeng and Liang, Kaizhao and Wang, Ziran and Rehg, James M. and Zheng, Chao},title={MAPLM: A Real-World Large-Scale Vision-Language Benchmark for Map and Traffic Scene Understanding},booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},year={2024},}
Professional Activities
As a Workshop Organizer
CVPR 2025 Workshop on Distillation of Foundation Models for Autonomous Driving (WDFM-AD)
WACV 2025 Workshop on Large Language and Vision Models for Autonomous Driving (3rd LLVM-AD)
ITSC 2024 Workshop on Large Language and Vision Models for Autonomous Driving (2nd LLVM-AD)
WACV 2024 Workshop on Large Language and Vision Models for Autonomous Driving (1st LLVM-AD)
I am inspired by Steve Jobs’ words: “Your work is going to fill a large part of your life, and the only way to be truly satisfied is to do what you believe is great work. And the only way to do great work is to love what you do. If you haven’t found it yet, keep looking. Don’t settle. As with all matters of the heart, you’ll know when you find it.”