Xingcheng Zhou joined the Chair of Robotics, Artificial Intelligence and Real-time Systems in 2023 under the supervision of Prof. Dr.-Ing. habil. Alois Christian Knoll. He completed his M.Sc. in Electrical and Computer Engineering at the Technical University of Munich in 2021. Before starting as Research Assistant at TUM, he worked as an Industrial AI Researcher at Siemens.
Open Topics
I am presently seeking self-motivated students to address intriguing problems that have emerged within my research domains. Primary focus centers around Computer Vision, Autonomous Driving, including 3D Environment Perceptionand Scene Understanding,Domain Adaptation, Vision Language Models, Large Language Models, and related areas. Should you find yourself intrigued by any of the presently accessible topics, please forward me an email containing an up-to-date Curriculum Vitae, and a Transcript of your academic records.
Liu, Mingyu; Yurtsever, Ekim; Brede, Marc; Meng, Jun; Zimmer, Walter; Zhou, Xingcheng; Zagar, Bare Luka; Cui, Yuning; Knoll, C. Alois: GraphRelate3D: Context-Dependent 3D Object Detection with Inter-Object Relationship Graphs. 2024 IEEE International Intelligent Transportation Systems Conference (ITSC), 2024 mehr…BibTeX
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Liu, Mingyu; Yurtsever, Ekim; Fossaert, Jonathan; Zhou, Xingcheng; Zimmer, Walter; Cui, Yuning; Zagar, Bare Luka; Knoll, Alois C.: A Survey on Autonomous Driving Datasets: Statistics, Annotation Quality, and a Future Outlook. IEEE Transactions on Intelligent Vehicles, 2024, 1-29 mehr…BibTeX
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Zhou, Xingcheng; Fu, Deyu; Zimmer, Walter; Liu, Mingyu; Lakshminarasimhan, Venkatnarayanan; Strand, Leah; Knoll, Alois: WARM-3D: A Weakly-Supervised Sim2Real Domain Adaptation Framework for Roadside Monocular 3D Object Detection. 2024 IEEE International Intelligent Transportation Systems Conference (ITSC), 2024 mehr…BibTeX
Zhou, Xingcheng; Knoll, Alois C.: GPT-4V as Traffic Assistant: An In-depth Look at Vision Language Model on Complex Traffic Events. , 2024 mehr…BibTeX
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Zhou, Xingcheng; Knoll, Alois C.: GPT-4V as Traffic Assistant: An In-depth Look at Vision Language Model on Complex Traffic Events. arxiv, 2024 mehr…BibTeX
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Zhou, Xingcheng; Liu, Mingyu; Yurtsever, Ekim; Zagar, Bare Luka; Zimmer, Walter; Cao, Hu; Knoll, Alois C.: Vision Language Models in Autonomous Driving: A Survey and Outlook. IEEE Transactions on Intelligent Vehicles, 2024, 1-20 mehr…BibTeX
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Zimmer, Walter; Wardana, Gerhard Arya; Sritharan, Suren; Zhou, Xingcheng; Song, Rui; Knoll, Alois C.: TUMTraf V2X Cooperative Perception Dataset. 2024 Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2024), IEEE/CVF, 2024, 21 mehr…BibTeX
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Zimmer, Walter; Wardana, Gerhard Arya; Sritharan, Suren; Zhou, Xingcheng; Song, Rui; Knoll, Alois C.: TUMTraf V2X Cooperative Perception Dataset - Supplementary Material. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, IEEE/CVF, 2024, 13 mehr…BibTeX
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Zimmer, Walter; Pranamulia, Ramandika; Zhou, Xingcheng; Liu, Mingyu; Knoll, Alois C.: PointCompress3D -- A Point Cloud Compression Framework for Roadside LiDARs in Intelligent Transportation Systems. , 2024 mehr…BibTeX
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2023
Zimmer, Walter; Wu, Jialong; Zhou, Xingcheng; Knoll, Alois C.: Real-Time And Robust 3D Object Detection with Roadside LiDARs. In: Lecture Notes in Mobility. Springer Nature Singapore, 2023 mehr…BibTeX
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Zimmer, Walter; Erçelik, Emeç; Zhou, Xingcheng; Diaz Ortiz, Xavier Jair; Knoll, Alois C.: A Survey of Robust LiDAR-based 3D Object Detection Methods for Autonomous Driving, 2022 mehr…BibTeX
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Zimmer, Walter; Ercelik, Emec; Zhou, Xingcheng; Ortiz, Xavier Jair Diaz; Knoll, Alois: A Survey of Robust 3D Object Detection Methods in Point Clouds. , 2022 mehr…BibTeX
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