Tsinghua University BNRist

Email:

taijiang@tsinghua.edu.cn.

Addr.:

Rm. 9-207, East Main Bldg., Tsinghua University, Beijing 100084, China.

 

ABOUT ME


I am an assistant researcher of the Graphics and Geometric Computing Group in the Department of Computer Science and Technology at Tsinghua University, Beijing, P. R. China. I received my bachelor's degree and Ph.D. (advised by Prof. Shi-Min Hu) in Computer Science and Technology from Tsinghua University in 2011 and 2016, respectively.

 

My research interests are in Cmputer Graphics and Computer Vision. Currently I'm working on:

  • Visual media learning;
  • Visual content reconstruction & generation;
  • SLAM & positioning.

  • SERVICES


    Program Committee:

  • CVM 2022-2024
  • CGI 2023
  • CAD/Graphics 2023
  • GDC 2022, 2023
  • ChinaGraph 2022, 2024
  • Editorial Board:

  • Visual Computing for Industry, Biomedicine and Art (VCIBA)
  • Journal/Conference Reviewer:

  • IEEE TVCG, IEEE TIP, IEEE TMM, IEEE TRO, Computational Visual Media, The Visual Computer, Graphical Models
  • CVPR 2024; ISMAR 2023,2024; SIGGRAPH Asia 2023; Pacific Graphics 2023

  • SELECTED PUBLICATIONS


    Full publication list can be found at my DBLP or Google Scholar (#: equal contributions, *: corresponding author).

    [Reseach papers]  [Surveys and Datasets]

     

    Research papers

    Early Access

    Mesh Neural Networks Based on Dual Graph Pyramids

    Xiang-Li Li, Zheng-Ning Liu, Tuo Chen, Tai-Jiang Mu, Ralph R. Martin, Shi-Min Hu.

    IEEE Transactions on Visualization and Computer Graphics (TVCG), DOI: 10.1109/TVCG.2023.3257035, 2023.

    [Early Access]   [code]


     

    Regular

    Programmable Motion Generation for Open-set Motion Control Tasks

    Hanchao Liu, Xiaohang Zhan*, Shaolin Huang, Tai-Jiang Mu*, Ying Shan.

    Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024, accept.

    [OpenReview]   [code]

     

    Theoretically Achieving Continuous Representation of Oriented Bounding Boxes

    Zi-Kai Xiao, Guo-Ye Yang, Xue Yang, Tai-Jiang Mu*, Junchi Yan, Shi-Min Hu.

    Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024, accept.

    [OpenReview]   [code]

     

    Semantic-Aware Transformation-Invariant RoI Align

    Guo-Ye Yang, Kiyohiro Nakayama, Zi-Kai Xiao, Tai-Jiang Mu*, Xiaolei Huang, Shi-Min Hu.

    Proceedings of the Thirty-Eighth AAAI Conference on Artificial Intelligence (AAAI), 2024.

    [arXiv]   [code]

     

    Sampling Equivariant Self-attention Networks for Object Detection in Aerial Images

    Guo-Ye Yang, Xiang-Li Li, Zi-Kai Xiao, Tai-Jiang Mu*, Ralph R. Martin, Shi-Min Hu.

    IEEE Transactions on Image Processing (TIP) 32: 6413-6425, 2023.

    [arXiv]   [doi]

     

    SPS: Accurate and Real-time Semantic Positioning System Based on Low-cost DEM maps

    Jun-Xiong Cai, Wensen Feng, Hao-Xiang Chen, Tai-Jiang Mu*.

    IEEE Transactions on Image Processing (TIP) 32: 6401-6412, 2023.

    [doi]

     

    Skeleton-CutMix: Mixing Up Skeleton with Probabilistic Bone Exchange for Supervised Domain Adaptation

    Hanchao Liu, Yuhe Liu, Tai-Jiang Mu*, Xiaolei Huang, Shi-Min Hu.

    IEEE Transactions on Image Processing (TIP) 32: 4046-4058, 2023.

    [doi]

     

    Long Range Pooling for 3D Large-Scale Scene Understanding

    Xiang-Li Li, Meng-Hao Guo, Tai-Jiang Mu, Ralph R. Martin, Shi-Min Hu.

    Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR): 10300-10311, 2023.

    [arXiv]   [CvF openaccess]   [code]

     

    Neural 3D Reconstruction from Sparse Views Using Geometric Priors

    Tai-Jiang Mu, Hao-Xiang Chen, Jun-Xiong Cai, Ning Guo.

    Computational Visual Media 9(4): 687-697, 2023.

    [pdf]

     

    Beyond Self-attention: External Attention Using Two Linear Layers for Visual Tasks

    Meng-Hao Guo, Zheng-Ning Liu, Tai-Jiang Mu, Shi-Min Hu.

    IEEE Transactions on Pattern Analysis and Machine Intelligence (T-PAMI), 45(5): 5436-5447, 2023. ESI Highly Cited Paper.

    [arXiv]   [doi]   [code]

     

    SceneViewer: Automating Residential Photography in Virtual Environments

    Shao-Kui Zhang, Hou Tam, Yi-Xiao Li, Tai-Jiang Mu, Song-Hai Zhang.

    IEEE Transactions on Visualization and Computer Graphics (TVCG) 29(12): 5523-5537, 2023.

    [doi]

     

    Recursive-NeRF: An Efficient and Dynamically Growing NeRF

    Guo-Wei Yang, Wen-Yang Zhou, Hao-Yang Peng, Dun Liang, Tai-Jiang Mu, Shi-Min Hu.

    IEEE Transactions on Visualization and Computer Graphics (TVCG) 29(12): 5124-5136, 2023.

    [arXiv]   [doi]   [code]

     

    CIRCLE: Convolutional Implicit Reconstruction and Completion for Large-scale Indoor Scene

    Hao-Xiang Chen, Jiahui Huang, Tai-Jiang Mu*, Shi-Min Hu.

    Proceedings of the European Conference on Computer Vision (ECCV), volume 13692: 506-522, 2022.

    [pdf]   [arXiv]   [code]

     

    Joint Hand and Object Pose Estimation from a Single RGB Image Using High-level 2D Constraints

    Hao-Xuan Song, Tai-Jiang Mu*, Ralph R. Martin.

    Computer Graphics Forum 41(7): 383-394, 2022.

    [pdf]

     

    ObjectFusion: Accurate Object-level SLAM with Neural Object Priors

    Zi-Xin Zou, Shi-Sheng Huang, Tai-Jiang Mu*, Yu-Ping Wang.

    Graphical Models, Volume 123, 101165, 2022.

    [pdf]

     

    ClusterGNN: Cluster-Based Coarse-to-Fine Graph Neural Network for Efficient Feature Matching

    Yan Shi#, Jun-Xiong Cai#, Yoli Shavit, Tai-Jiang Mu, Wensen Feng, Kai Zhang.

    Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR): 12517-12526, 2022.

    [arXiv]   [CvF openaccess]

     

    Subdivision-Based Mesh Convolution Networks

    Shi-Min Hu, Zheng-Ning Liu, Meng-Hao Guo, Jun-Xiong Cai, Jiahui Huang, Tai-Jiang Tai, Ralph R. Martin.

    ACM Transactions on Graphics (TOG) 41(3): 25:1-25:16, 2022.

    [pdf]   [code]

     

    Accurate Dynamic SLAM Using CRF-Based Long-Term Consistency

    Zheng-Jun Du, Shi-Sheng Huang, Tai-Jiang Mu*, Qunhe Zhao, Ralph R. Martin and Kun Xu.

    IEEE Transactions on Visualization and Computer Graphics (TVCG) 28(4): 1745-1757, 2022.

    [pdf]   [conference (CVM 2020) version]   [code]   [video]   [supp]

     

    Supervoxel Convolution for Online 3D Semantic Segmentation

    Shi-Sheng Huang, Ze-Yu Ma, Tai-Jiang Mu, Hongbo Fu, Shi-Min Hu.

    ACM Transactions on Graphics (TOG) 40(3): 34:1-34:15, 2021.

    [pdf]   [project]   [video]   [supp]

     

    PCT: Point Cloud Transformer

    Meng-Hao Guo, Jun-Xiong Cai, Zheng-Ning Liu, Tai-Jiang Mu, Ralph R. Martin, Shi-Min Hu.

    Computational Visual Media 7(2): 187-199, 2021. ESI Highly Cited Paper and Hot Paper.

    [pdf]   [code]

     

    ClusterVO: Clustering Moving Instances and Estimating Visual Odometry for Self and Surroundings

    Jia-Hui Huang, Sheng Yang, Tai-Jiang Mu and Shi-Min Hu.

    Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR): 2168-2177, 2020.

    [pdf]   [code]   [video]

     

    Lidar-Monocular Visual Odometry Using Point and Line Features

    Shi-Sheng Huang, Ze-Yu Ma, Tai-Jiang Mu, Hongbo Fu and Shi-Min Hu.

    Proceedings of the International Conference on Robotics and Automation (ICRA): 1091-1097, 2020.

    [pdf]   [video]

     

    S4Net: Single Stage Salient-Instance Segmentation

    Ruochen Fan, Ming-Ming Cheng, Qibin Hou, Tai-Jiang Mu, Jingdong Wang and Shi-Min Hu.

    Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR): 6103-6112, 2019.

    [pdf]   [project]

     

    A Response Time Model for Abrupt Changes in Binocular Disparity

    Tai-Jiang Mu, Jia-Jia Sun, Ralph R. Martin, and Shi-Min Hu.

    The Visual Computer 31(5): 675-687, 2015.

    [pdf]

     

    Stereoscopic Image Completion and Depth Recovery

    Tai-Jiang Mu, Ju-Hong Wang, Song-Pei Du, and Shi-Min Hu.

    The Visual Computer 30(6-8): 833-843, 2014.

    [pdf]


    Surveys & Datasets

      [Reseach papers]

    A survey of dynamic 3D scene reconstruction

    HUANG Jiahui, MU Tai-Jiang*.

    JOURNAL OF GRAPHICS, 2023 (Chinese).

    [cnki]

     

    A survey of deep learning-based 3D shape generation

    Qun-Ce Xu, Tai-Jiang Mu*, Yong-Liang Yang.

    Computational Visual Media 9(3): 407-442, 2023.

    [doi]

     

    Attention mechanisms in computer vision: A survey

    Meng-Hao Guo, Tian-Xing Xu, Jiang-Jiang Liu, Zheng-Ning Liu, Peng-Tao Jiang, Tai-Jiang Mu, Song-Hai Zhang, Ralph R. Martin, Ming-Ming Cheng, Shi-Min Hu.

    Computational Visual Media 8(3): 331-368, 2022. ESI Highly Cited Paper and Hot Paper.

    [doi]   [code]

     

    Lane Detection: A Survey with New Results

    Dun Liang, Yuan-Chen Guo, Shaokui Zhang, Tai-Jiang Mu*, Xiaolei Huang.

    J. Comput. Sci. Technol. 35(3): 493-505, 2020.

    [doi]

     

    A new dataset of dog breed images and a benchmark for finegrained classification

    Ding-Nan Zou, Song-Hai Zhang, Tai-Jiang Mu, Min Zhang.

    Computational Visual Media 6(4): 477-487, 2020.

    [project]   [doi]

     

    A Large Chinese Text Dataset in the Wild

    Tai-Ling Yuan, Zhe Zhu, Kun Xu, Cheng-Jun Li, Tai-Jiang Mu*, Shi-Min Hu.

    J. Comput. Sci. Technol. 34(3): 509-521, 2019.

    [project]   [doi]

     

    A survey on multiview video synthesis and editing

    Shaoping Lu, Taijiang Mu, Songhai Zhang.

    Tsinghua Science and Technology 21(6): 678-695, 2016.

    [doi]


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