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朱文成,天津大学人工智能学院副研究员,水木学者,硕士生导师,55教学楼B519。
2014和2017年取得天津大学学士和硕士学位,指导老师是胡清华教授和朱鹏飞教授;
2021年6月取得清华大学博士学位,导师是鲁继文长聘教授;
2021年7月清华大学水利系做博士后研究,合作导师是张建民院士。
主要关注基于视觉-语言大模型的感知、理解与强化学习策略。招收有自驱力和好奇心的硕士生,一起点亮未知,让科研成为一场充满惊喜的旅程!
I obtained my Bachelor and Master degrees from Tianjin University of Computer Science and Technology, advised by Prof. Qinghua Hu and Pengfei Zhu.
I received my Doctoral degree at the Department of Automation, Tsinghua University, in Intelligent Vision Group, under the supervision of Prof. Jiwen Lu.
I conducted postdoctoral research at Civil and Hydraulic Engineering, Tsinghua University, under the supervision of Prof. Jian-Min Zhang, an academician of the Chinese Academy of Engineering.
I joined the School of Artificial Intelligence at Tianjin University in November 2023, focusing on
perception, reasoning, and reinforcement learning strategies of large vision-language models.
Google Scholar /
GitHub /
Email
Drop me an email (wenchengzhu AT tju dot edu dot cn) for the 2026 and 2027 master application !!!
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Causal-Aware Role Representation and Assignment for Cooperative Multi-Agent Reinforcement Learning
Ruojie Zhang, Wencheng Zhu, Dayong Zhu*
ArxiV, 2026
We propose a novel framework of causal-aware role representation and assignment framework for cooperative MARL.
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Point Cloud Quantization through Multimodal Prompting for 3D Understanding
Hongxuan Li, Wencheng Zhu*, Huiying Xu, Xinzhong Zhu, Pengfei Zhu
Association for the Advancement of Artificial Intelligence (AAAI), 2026
[PDF]
[Project]
We propose a simple multimodal prompting-driven quantization framework for point cloud analysis.
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VTD-CLIP: Video-to-Text Discretization via Prompting CLIP
Wencheng Zhu, Yuexin Wang, Hongxuan Li, and Pengfei Zhu*
Association for the Advancement of Artificial Intelligence (AAAI), 2026
[PDF]
[Code]
[bibtex]
We propose a simple yet effective video-to-text discretization framework.
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CKD: Contrastive Knowledge Distillation from A Sample-wise Perspective
Wencheng Zhu, Xin Zhou, Pengfei Zhu*, Yu Wang, and Qinghua Hu
IEEE Transactions on Image Processing (TIP), 2025
[PDF]
[Code]
[bibtex]
We propose a sample-wise contrastive knowledge distillation approach.
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Relational Reasoning over Spatial-Temporal Graphs for Video Summarization
Wencheng Zhu, Yucheng Han, Jiwen Lu*, and Jie Zhou
IEEE Transactions on Image Processing (TIP), 2022
[PDF]
[bibtex]
We conduct relational reasoning over spatial-temporal graphs for video summarization.
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Separable Structure Modeling for Semi-supervised Video Object Segmentation
Wencheng Zhu, Jiahao Li, Jiwen Lu*, and Jie Zhou
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT), 2021
[PDF]
[Code]
[Video]
We propose a separable structure modeling approach for semi-supervised video object segmentation.
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DSNet: A Flexible Detect-to-Summarize Network for Video Summarization
Wencheng Zhu, Jiwen Lu*, Jiahao Li, and Jie Zhou
IEEE Transactions on Image Processing (TIP), 2020
[PDF]
[Code]
[bibtex]
We propose a Detect-to-Summarize network for video summarization.
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Set to Set Visual Tracking
Wencheng Zhu, Pengfei Zhu*, Qinghua Hu, Changqing Zhang
Pacific Rim International Conference on Artificial Intelligence (PRICAI), 2016
[PDF]
[Code]
[bibtex]
We propose a visual tracking approach by using set to set distance.
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Honors and Awards
The Shuimu Tsinghua Scholar Program, Tsinghua University, 2021.
Best Paper Nomination on PRICAI 2016.
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Fundings and Projects
The National Natural Science Foundation Youth Fund, 2025-2027, host.
The Tianjin Natural Science Foundation Youth Fund, 2025-2026, host.
Sub-project of the National Key R&D Program of China, 2026-2030, host.
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Professional Activities
Young editorial board of Intelligent Security.
Journal Reviewer of Advanced Science, TIP, TNNLS, TKDE, TCYB, TSMCS, TMM, TCSVT, PR, EAAI, ESWA.
Conference Reviewer of CVPR, ICCV, ICLR, AAAI, ICME, WACV, FG.
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Students
Kexin Yao, Master candidate, 2024-2027.
Hongxuan Li, Master candidate, 2025-2028.
Jiazhen Ma, Master candidate, 2025-2028.
Xiaokun Wang, Master candidate, 2025-2028.
Wenchang Xu, Master candidate, 2025-2028.
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