2024

Driver Digital Twin for Online Recognition of Distracted Driving Behaviors

Yunsheng Ma, Runjia Du, Amr Abdelraouf, Kyungtae Han, Rohit Gupta, Ziran Wang IEEE Transactions on Intelligent Vehicles [Paper]

A Survey on Multimodal Large Language Models for Autonomous Driving

Can Cui*, Yunsheng Ma*, Xu Cao*, Wenqian Ye*, Yang Zhou, Kaizhao Liang, Jintai Chen, Juanwu Lu, Zichong Yang, Kuei-Da Liao, Tianren Gao, Erlong Li, Kun Tang, Zhipeng Cao, Tong Zhou, Ao Liu, Xinrui Yan, Shuqi Mei, Jianguo Cao, Ziran Wang, Chao Zheng Winter Conference on Applications of Computer Vision (WACV) Workshops, 2024 [Paper]

Drive As You Speak: Enabling Human-Like Interaction With Large Language Models in Autonomous Vehicles

Can Cui, Yunsheng Ma, Xu Cao, Wenqian Ye, Ziran Wang Winter Conference on Applications of Computer Vision (WACV) Workshops, 2024 [Paper]

MACP: Efficient Model Adaptation for Cooperative Perception

Yunsheng Ma*, Juanwu Lu*, Can Cui, Sicheng Zhao, Xu Cao, Wenqian Ye, Ziran Wang Winter Conference on Applications of Computer Vision (WACV), 2024 [Paper]


2023

REDFormer: Radar Enlightens the Darkness of Camera Perception with Transformers

Can Cui, Yunsheng Ma, Juanwu Lu, Ziran Wang; IEEE Transactions on Intelligent Vehicles [Paper] [Code]

CEMFormer: Learning to Predict Driver Intentions from In-Cabin and External Cameras via Spatial-Temporal Transformers

Yunsheng Ma, Wenqian Ye, Xu Cao, Amr Abdelraouf, Kyungtae Han, Rohit Gupta, Ziran Wang; IEEE International Conference on Intelligent Transportation Systems (ITSC), 2023 [Paper]

A survey of federated learning for connected and automated vehicles

Chellapandi, Vishnu Pandi, Liangqi Yuan, Stanislaw H. Zak, Ziran Wang; IEEE International Conference on Intelligent Transportation Systems (ITSC), 2023 [Paper]

M2DAR: Multi-View Multi-Scale Driver Action Recognition With Vision Transformer

Yunsheng Ma, Liangqi Yuan, Amr Abdelraouf, Kyungtae Han, Rohit Gupta, Zihao Li, Ziran Wang; Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2023, pp. 5286-5293 [Paper] [Code]

Peer-to-Peer Federated Continual Learning for Naturalistic Driving Action Recognition

Liangqi Yuan, Yunsheng Ma, Lu Su, Ziran Wang; Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, 2023, pp. 5249-5258 [Paper]

ViT-DD: Multi-Task Vision Transformer for Semi-Supervised Driver Distraction Detection

Yunsheng Ma, Ziran Wang; IEEE Intelligent Vehicles Symposium (IV), 2023 [Paper] [Code]

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