Hongwen Zhang
εΌ ιΈΏζ–‡
Postdoctoral Researcher
Tsinghua University
GitHub / Google Scholar

About Me

I started as a PostDoc Researcher at Tsinghua University, advised by Prof. Yebin Liu. Before that, I completed my Ph.D. at the Institute of Automation, Chinese Academy of Sciences under the supervision of Prof. Zhenan Sun. During the fourth year of my Ph.D. studies, I have also spent time at the University of Sydney as a visiting student, advised by Prof. Wanli Ouyang.

My research interests focus on human-centered computer vision, including motion capture, reconstruction, synthesis, and behavior understanding.

Articles & Papers [Sort by Year] [Full List] [Code List]


🚩 Markerless Motion Capture

Recovering 3D Human Mesh from Monocular Images: A Survey
Yating Tian, Hongwen Zhang, Yebin Liu, Limin Wang
arXiv:2203.01923 Survey Paper
project page / pdf / bibtex
@article{tian2022hmrsurvey,
  title={Recovering 3D Human Mesh from Monocular Images: A Survey},
  author={Tian, Yating and Zhang, Hongwen and Liu, Yebin and Wang, Limin},
  journal={arXiv preprint arXiv:2203.01923},
  year={2022}
}
    
PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular Images
Hongwen Zhang, Yating Tian, Yuxiang Zhang, Mengcheng Li, Liang An, Zhenan Sun, Yebin Liu
arXiv:2207.06400
**an eXpressive extension of PyMAF, supporting SMPL-X**
project page / pdf / pdf (compressed) / video / code / bibtex
@article{pymafx2022,
  title={PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular Images},
  author={Zhang, Hongwen and Tian, Yating and Zhang, Yuxiang and Li, Mengcheng and An, Liang and Sun, Zhenan and Liu, Yebin},
  journal={arXiv preprint arXiv:2207.06400},
  year={2022}
}
    
Real-time Sparse-view Multi-person Total Motion Capture
Yuxiang Zhang, Zeping Ren, Liang An, Hongwen Zhang, Tao Yu, Yebin Liu
project page / bibtex
coming
    
Interacting Attention Graph for Single Image Two-Hand Reconstruction
Mengcheng Li, Liang An, Hongwen Zhang, Lianpeng Wu, Feng Chen, Tao Yu, Yebin Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022 β˜† Oral Paper
project page / pdf / code / bibtex
@inproceedings{li2022interacting,
  title={Interacting Attention Graph for Single Image Two-Hand Reconstruction},
  author={Li, Mengcheng and An, Liang and Zhang, Hongwen and Wu, Lianpeng and Chen, Feng and Yu, Tao and Liu, Yebin},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  year={2022}
}
    
PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop
Hongwen Zhang*, Yating Tian*, Xinchi Zhou, Wanli Ouyang, Yebin Liu, Limin Wang, Zhenan Sun
IEEE International Conference on Computer Vision (ICCV), 2021 β˜† Oral Paper
* Equal contribution
project page / pdf / code / video / bibtex
@inproceedings{pymaf2021,
  title={PyMAF: 3D Human Pose and Shape Regression with Pyramidal Mesh Alignment Feedback Loop},
  author={Zhang, Hongwen and Tian, Yating and Zhou, Xinchi and Ouyang, Wanli and Liu, Yebin and Wang, Limin and Sun, Zhenan},
  booktitle={Proceedings of the IEEE International Conference on Computer Vision},
  year={2021}
}
    
Learning 3D Human Shape and Pose from Dense Body Parts
Hongwen Zhang, Jie Cao, Guo Lu, Wanli Ouyang, Zhenan Sun
IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2020
**DensePose to SMPL; part-based regressor; more robust to occlusion**
project page / pdf / code / bibtex
@article{zhang2020densepose2smpl,
  title={Learning 3D Human Shape and Pose from Dense Body Parts},
  author={Zhang, Hongwen and Cao, Jie and Lu, Guo and Ouyang, Wanli and Sun, Zhenan},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  volume={44},
  number={5},
  pages={2610--2627},
  year={2022},
}
    
DaNet: Decompose-and-aggregate Network for 3D Human Shape and Pose Estimation
Hongwen Zhang, Jie Cao, Guo Lu, Wanli Ouyang, Zhenan Sun
ACM International Conference on Multimedia (MM), 2019
**part-based method for human mesh recovery**
project page / pdf / code / bibtex
@inproceedings{zhang2019danet,
  title={DaNet: Decompose-and-aggregate Network for 3D Human Shape and Pose Estimation},
  author={Zhang, Hongwen and Cao, Jie and Lu, Guo and Ouyang, Wanli and Sun, Zhenan},
  booktitle={Proceedings of the 27th ACM International Conference on Multimedia},
  pages={935--944},
  year={2019},
  organization={ACM}
}
    

🚩 Clothed Human Reconstruction/Rendering

FloRen: Real-time High-quality Human Performance Rendering via Appearance Flow Using Sparse RGB Cameras
Ruizhi Shao, Liliang Chen, Zerong Zheng, Hongwen Zhang, Yuxiang Zhang, Han Huang, Yandong Guo, Yebin Liu
SIGGRAPH Asia (SA), 2022
project page / pdf / bibtex
coming
    
DiffuStereo: High Quality Human Reconstruction via Diffusion-based Stereo Using Sparse Cameras
Ruizhi Shao, Zerong Zheng, Hongwen Zhang, Jingxiang Sun, Yebin Liu
European Conference on Computer Vision (ECCV), 2022 β˜† Oral Paper
project page / pdf / code / bibtex
@inproceedings{shao2022diffusionstereo,
  title={DiffuStereo: High Quality Human Reconstruction via Diffusion-based Stereo Using Sparse Cameras},
  author={Shao, Ruizhi and Zheng, Zerong and Zhang, Hongwen and Sun, Jingxiang and Liu, Yebin},
  booktitle={European Conference on Computer Vision},
  year={2022}
}
    
DoubleField: Bridging the Neural Surface and Radiance Fields for High-fidelity Human Reconstruction and Rendering
Ruizhi Shao, Hongwen Zhang, He Zhang, Mingjia Chen, Yanpei Cao, Tao Yu, Yebin Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022
project page / pdf / code / bibtex
@inproceedings{shao2022doublefield,
  title={DoubleField: Bridging the Neural Surface and Radiance Fields for High-fidelity Human Reconstruction and Rendering},
  author={Shao, Ruizhi and Zhang, Hongwen and Zhang, He and Chen, Mingjia and Cao, Yanpei and Yu, Tao and Liu, Yebin},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  year={2022}
}
    

🚩 Animatable Avatar

Learning Implicit Templates for Point-Based Clothed Human Modeling
Siyou Lin, Hongwen Zhang, Zerong Zheng, Ruizhi Shao, Yebin Liu
European Conference on Computer Vision (ECCV), 2022
project page / pdf / code / bibtex
@inproceedings{lin2022fite,
  title={Learning Implicit Templates for Point-Based Clothed Human Modeling},
  author={Lin, Siyou and Zhang, Hongwen and Zheng, Zerong and Shao, Ruizhi and Liu, Yebin},
  booktitle={European Conference on Computer Vision},
  year={2022}
}
    
AvatarCap: Animatable Avatar Conditioned Monocular Human Volumetric Capture
Zhe Li, Zerong Zheng, Hongwen Zhang, Chaonan Ji, Yebin Liu
European Conference on Computer Vision (ECCV), 2022
project page / pdf / code / bibtex
@inproceedings{li2022avatarcap,
    title={AvatarCap: Animatable Avatar Conditioned Monocular Human Volumetric Capture},
    author={Li, Zhe and Zheng, Zerong and Zhang, Hongwen and Ji, Chaonan and Liu, Yebin},
    booktitle={European Conference on Computer Vision},
    year={2022},
}
    
Structured Local Radiance Fields for Human Avatar Modeling
Zerong Zheng, Han Huang, Tao Yu, Hongwen Zhang, Yandong Guo, Yebin Liu
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2022
project page / pdf / code / bibtex
@inproceedings{zheng2022structured,
  title={Structured Local Radiance Fields for Human Avatar Modeling},
  author={Zheng, Zerong and Huang, Han and Yu, Tao and Zhang, Hongwen and Guo, Yandong and Liu, Yebin},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  year={2022}
}
    

🚩 Behavior Understanding

Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition
Ziyu Liu, Hongwen Zhang, Zhenghao Chen, Zhiyong Wang, Wanli Ouyang
IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2020 β˜† Oral Paper
pdf / presentation / code / bibtex
@inproceedings{liu2020disentangling,
  title={Disentangling and Unifying Graph Convolutions for Skeleton-Based Action Recognition},
  author={Liu, Ziyu and Zhang, Hongwen and Chen, Zhenghao and Wang, Zhiyong and Ouyang, Wanli},
  booktitle={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  year={2020},
}
    

Academic Services


Reviewer for Journals: TPAMI, IJCV, TIP, TNNLS, TMM, TCSVT, CVIU, etc.
Reviewer for Conferences: CVPR, ICCV, ECCV, NeurIPS, 3DV, etc.

forked from rbg