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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 vision-language large 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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VTD-CLIP: Video-to-Text Discretization via Prompting CLIP
Wencheng Zhu, Yuexin Wang, Hongxuan Li, Pengfei Zhu, and Qinghua Hu
Arxiv , 2025
[PDF]
[Code]
[bibtex]
Our method repurposes the frozen text encoder to construct a visual codebook from video class labels due to the many-to-one contrastive alignment between visual and textual embeddings in multimodal pretraining.
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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 , 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, TMM, TCSVT.
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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