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,导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。 2023年11月入职天津大学人工智能学院, 主要关注计算机视觉和无人机视觉,特别是无人机、无人车、水下机器人等异构智能无人系统的协同感知。

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 computer vision and drone vision, specifically for collaborative perception of heterogeneous intelligent unmanned systems such as drones and underwater robots.

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Drop me an email (wenchengzhu AT tju.edu.cn) for the 2026 master application !!!

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News

  • 2024-08: The National Natural Science Foundation Youth Fund was funded.
  • 2024-05: One paper on knowledge distillation is submitted to Arxiv.
  • 2022-03: One paper on video summarization is accepted to IEEE Transactions on Image Processing 2022.
  • 2021-09: One paper on video summarization is accepted to Pattern Recognition 2021.
  • 2021-06: Selected into the Shuimu Tsinghua Scholar Program.
  • 2021-02: One paper on video object segmentation is accepted to IEEE Transactions on Circuits and Systems for Video          Technology 2021.
  • 2020-11: One paper on video summarization is accepted to IEEE Transactions on Image Processing 2020.
  • 2019-09: One paper on subspace clustering is accepted to Pattern Recognition 2019.
  • 2017-01: One paper on subspace clustering is accepted to Pattern Recognition 2017
  • 2016-08: One paper on visual tracking is nominated for the best paper PRICAI 2016.
  • Selected Publications

    dise CKD: Contrastive Knowledge Distillation from A Sample-wise Perspective
    Wencheng Zhu, Xin Zhou, Pengfei Zhu, Yu Wang, and Qinghua Hu
    Arxiv , 2024

    [PDF] [Code] [bibtex]

    We propose a sample-wise contrastive knowledge distillation approach.

    dise 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.

    dise Learning Multiscale Hierarchical Attention for Video Summarization
    Wencheng Zhu, Jiwen Lu, Yucheng Han, and Jie Zhou
    Pattern Recognition (PR), 2021

    [PDF] [bibtex]

    We propose a multiscale hierarchical attention approach for supervised video summarization.

    dise 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.

    dise 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.

    dise Structured General and Specific Multi-view Subspace Clustering
    Wencheng Zhu, Jiwen Lu, and Jie Zhou
    Pattern Recognition (PR), 2019
    [PDF] [bibtex]

    A multiple subspace clustering approach.

    dise Nonlinear Subspace Clustering for Image Clustering
    Wencheng Zhu, Jiwen Lu, and Jie Zhou
    Pattern Recognition Letters (PRL), 2018

    [PDF] [bibtex]

    We propose a nonlinear subspace clustering approach for image clustering.

    dise Nonlinear Subspace Clustering
    Wencheng Zhu, Jiwen Lu, and Jie Zhou
    IEEE International Conference on Image Processing (ICIP), 2017
    [PDF] [bibtex]

    We propose a nonlinear subspace clustering approach.

    dise Subspace Clustering guided Unsupervised Feature Selection
    Pengfei Zhu, Wencheng Zhu, Qinghua Hu, Changqing Zhang, Wangmeng Zuo
    Pattern Recognition (PR), 2017
    [PDF] [Code] [bibtex]

    We propose a feature selection approach based on subspace clustering.

    dise Non-convex Regularized Self-representation for Unsupervised Feature Selection
    Pengfei Zhu, Wencheng Zhu, Weizhi Wang, Wangmeng Zuo, Qinghua Hu
    Image and Vision Computing (IVC), 2016
    [PDF] [Code] [bibtex]

    We propose a non-convex regularized feature selection approach.

    dise 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.

    Honors and Awards

  • The Shuimu Tsinghua Scholar Program, Tsinghua University, 2021.
  • Outstanding Graduate, Tianjin University, 2017.
  • National Scholarship, Tianjin University, 2016-2017.
  • Best Paper Nomination on PRICAI 2016.
  • Outstanding Graduate, Tianjin University, 2014.
  • Fundings and Projects

  • The National Natural Science Foundation Youth Fund, 2025-2027.
  • Professional Activities

  • Reviewer, TIP, TNNLS, TKDE, TCYB, TMM, TCSVT, TOMM, TCSS, PR, PRL.
  • Reviewer, ICLR, CVPR, ICME, WACV, FG, ICIP, ICPR, VCIP, IScIDE.
  • Students and Cooperators

  • Boan Tao, Phd candidate of Prof. Pengfei Zhu, 2024-2028, Cooperator.
  • Xin Zhou, Master candidate of Prof. Pengfei Zhu, 2023-2026, Cooperator.
  • Yuexin Wang, Master candidate of Prof. Pengfei Zhu, 2023-2026, Cooperator.
  • Kexin Yao, Master candidate of Prof. Pengfei Zhu, 2024-2027, Cooperator.
  • Hongxuan Li, Master candidate, 2025-2028.
  • Jiazhen Ma, Master candidate, 2025-2028.
  • Xiaokun Wang, Master candidate, 2025-2028.
  • Wenchang Xu, Master candidate, 2025-2028.
  • Da Meng, bachelor, 2022-2026.
  • Jiaxuan Shen, bachelor, 2022-2026.
  • Haoxiang Yang, bachelor, 2022-2026.

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