Picture of Xingcheng Zhou

M.Sc. Xingcheng Zhou

Technical University of Munich

Postal address

Postal:
Boltzmannstr. 3
85748 Garching b. München

Curriculum Vitae

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 Perception and 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.

Thesis and Project Supervision

# Type Author Title Period
1)        

Master’s    

Thesis

Julian Ivanov 3D Object Detection Generalization in Static LiDAR Applications 08.23 - 03.24
2)

Master’s

Thesis

Samyak Jain Real-time Multi-view Road-side 3D Object Detection 10.23 - 06.24
3)

Master’s

Thesis

Deyu Fu Domain Adaptation for Road-Side Vision-Based 3D Object Detection 11.23 - 07.24
4)

Master’s

Thesis

Chaima Ghaddab Supervised 3D Perception on Roadside LiDARs Under Different Weather Situations 12.23 - 07.24
5)

Master’s

Thesis

Qiwen Xu CLIP-Enhanced 3D Object Detection 11.23 - 07.24
6)

Master’s

Thesis

Baran Ekin Özdemir Knowledge Distilled Traffic Environment Understanding 11.23 - 07.24

Publications

2024

  • 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
  • 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 Volltext ( DOI )
  • 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. arxiv, 2024 mehr… BibTeX Volltext ( DOI )
  • 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 Volltext ( DOI )
  • 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 Volltext (mediaTUM)
  • 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 Volltext ( DOI ) Volltext (mediaTUM)
  • Zimmer, Walter; Pranamulia, Ramandika; Zhou, Xingcheng; Liu, Mingyu; Knoll, Alois C: PointCompress3D--A Point Cloud Compression Framework for Roadside LiDARs in Intelligent Transportation Systems. arXiv preprint arXiv:2405.01750, 2024 mehr… BibTeX

2023

  • van Kempen, Raphael; Lampe, Bastian; Leuffen, Marc; Wirtz, Lena; Thomsen, Fabian; Bilkei-Gorzo, Gergely; Busch, Jean-Pierre; Feger, Ida; Geller, Christian; Kehl, Christian; Uszynski, Olaf; Wagner-Douglas, Lotte; Zanger, Lukas; Eckstein, Lutz; Klüner, David; Beerwerth, Julius; Alrifaee, Bassam; Kowalewski, Stefan; Konersmann, Marco; Steinfurth, Felix; Rumpe, Bernhard; Hartmann, Max; Siepenkötter, Norbert; Moormann, Dieter; Böhlen, Boris; Hannig, Claudia; Hekele, Esther; Gotzig, Heinrich; Rostocki, Paul-David; Gautam, Deepak-Kumar; Schubert, Richard; Braun, Niklas; Maurer, Markus; Gemlau, Kai-Björn; Abel, Sebastian; Ernst, Rolf; Lutwitzi, Melina; Bayerlein, Lorenz; Berghöfer, Moritz; Blödel, Alexander; Klamann, Björn; Kuznietsov, Anton; Peters, Steven; Leinen, Stefan; Bahle, Jakob; Ullrich, Lars; Graichen, Knut; Woopen, Timo; Spychalski, Dominik; Krauß, Christoph et al.: AUTOtech.agil: Architecture and Technologies for Orchestrating Automotive Agility. In: 32nd Aachen Colloquium Sustainable Mobility. RWTH Aachen University, 2023, 49 mehr… BibTeX Volltext ( DOI ) Volltext (mediaTUM)

2022

  • 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 Volltext (mediaTUM)
  • 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 Volltext ( DOI )