Haozhe Xie

Research Fellow at MMLab@NTU
School of Computer Science and Engineering
Nanyang Technological University

Email: root [at] haozhexie [dot] com
GitHub | Google Scholar | Curriculum Vitae


Biography

I am currently working as a research fellow at MMLab@NTU, Nanyang Technological University, under the supervision of Prof. Ziwei Liu. Prior to this, I served as a senior research scientist (2021-2023) at Tencent AI Lab.
I completed my Ph.D. degree (2017-2021) at the VILab of Harbin Institute of Technology, under the guidance of Prof. Hongxun Yao. During my Ph.D. study, I interned at SenseTime Research.
My research interests include computer vision and deep learning with a focus on 3D generation and reconstruction.

Publications

  • Huicong Zhang, Haozhe Xie, Hongxun Yao. Spatio-Temporal Deformable Attention Network for Video Deblurring. ECCV, 2022.
    [BibTeX] [PDF] [Project Page]
    @inproceedings{zhang2022spatio,
      title={Spatio-Temporal Deformable Attention Network for Video Deblurring},
      author={Zhang, Huicong and Xie, Haozhe and Yao, Hongxun},
      booktitle={ECCV},
      year={2022}
    }
  • Xiaoqian Lv, Shengping Zhang, Qinglin Liu, Haozhe Xie, Bineng Zhong, Huiyu Zhou. BacklitNet: A dataset and network for backlit image enhancement. Computer Vision and Image Understanding, 218: 103403, 2022. (IF=3.876)
    [BibTeX] [PDF] [Dataset]
    @article{lv2022backlitnet,
      title={BacklitNet: A dataset and network for backlit image enhancement},
      author={Lv, Xiaoqian and Zhang, Shengping and Liu, Qinglin and Xie, Haozhe and Zhong, Bineng and Zhou, Huiyu},
      journal={Computer Vision and Image Understanding},
      year={2022},
      volume={218},
      pages={103403},
      doi={10.1016/j.cviu.2022.103403}
    }
  • Haozhe Xie, Hongxun Yao, Shangchen Zhou, Shengping Zhang, Xiaojun Tong, Wenxiu Sun. Toward 3D Object Reconstruction from Stereo Images. Neurocomputing, 463: 444-453, 2021. (IF=5.719)
    [BibTeX] [PDF] [Project Page]
    @article{xie2021toward,
      title={Toward 3D Object Reconstruction from Stereo Images},
      author={Xie, Haozhe and Yao, Hongxun and Zhou, Shangchen and Zhang, Shengping and Tong, Xiaojun and Sun, Wenxiu},
      journal={Neurocomputing},
      year={2021},
      volume={463},
      pages={444--453},
      doi={10.1016/j.neucom.2021.07.089}
    }
  • Qinglin Liu, Haozhe Xie, Shengping Zhang, Bineng Zhong, Rongrong Ji. Long-Range Feature Propagating for Natural Image Matting. ACM Multimedia, 2021.
    [BibTeX] [PDF] [Code]
    @inproceedings{liu2021long,
      title={Long-Range Feature Propagating for Natural Image Matting},
      author={Liu, Qinglin and Xie, Haozhe and Zhang, Shengping and Zhong, Bineng and Ji, Rongrong},
      booktitle={ACM Multimedia},
      year={2021}
    }
  • Haozhe Xie. 3D Scene and Object Reconstruction from Multiple Sources and Viewpoints. PhD thesis, Harbin Institute of Technology, 2021.
    [BibTeX] [PDF]
    @phdthesis{xie20213d,
      title={3D Scene and Object Reconstruction from Multiple Sources and Viewpoints},
      author={Xie, Haozhe},
      school={Harbin Institute of Technology},
      year={2021}
    }
  • Haozhe Xie, Hongxun Yao, Shangchen Zhou, Shengping Zhang, Wenxiu Sun. Efficient Regional Memory Network for Video Object Segmentation. CVPR, 2021.
    [BibTeX] [PDF] [Project Page]
    @inproceedings{xie2021efficient,
      title={Efficient Regional Memory Network for Video Object Segmentation},
      author={Xie, Haozhe and Yao, Hongxun and Zhou, Shangchen and Zhang, Shengping and Sun, Wenxiu},
      booktitle={CVPR},
      year={2021}
    }
  • Shuo Yang, Min Xu, Haozhe Xie, Stuart Perry, Jiahao Xia. Single-View 3D Object Reconstruction from Shape Priors in Memory. CVPR, 2021.
    [BibTeX] [PDF]
    @inproceedings{yang2021single,
      title={Single-View 3D Object Reconstruction from Shape Priors in Memory},
      author={Yang, Shuo and Xu, Min and Xie, Haozhe and Perry, Stuart and Xia, Jiahao},
      booktitle={CVPR},
      year={2021}
    }
  • Haozhe Xie, Hongxun Yao, Shangchen Zhou, Jiageng Mao, Shengping Zhang, Wenxiu Sun. GRNet: Gridding Residual Network for Dense Point Cloud Completion. ECCV, 2020.
    [BibTeX] [PDF] [Project Page]
    @inproceedings{xie2020grnet,
      title={GRNet: Gridding Residual Network for Dense Point Cloud Completion},
      author={Xie, Haozhe and Yao, Hongxun and Zhou, Shangchen and Mao, Jiageng and Zhang, Shengping and Sun, Wenxiu},
      booktitle={ECCV},
      year={2020}
    }
  • Haozhe Xie, Hongxun Yao, Shengping Zhang, Shangchen Zhou, Wenxiu Sun. Pix2Vox++: Multi-scale Context-aware 3D Object Reconstruction from Single and Multiple Images. International Journal of Computer Vision (IJCV), 128(12): 2919-2935, 2020. (IF=7.410)
    [BibTeX] [PDF]
    @article{xie2020pix2vox++,
      title={Pix2Vox++: Multi-scale Context-aware 3D Object Reconstruction from Single and Multiple Images},
      author={Xie, Haozhe and Yao, Hongxun and Zhang, Shengping and Zhou, Shangchen and Sun, Wenxiu},
      journal={International Journal of Computer Vision (IJCV)},
      year={2020},
      volume={128},
      number={12},
      pages={2919--2935},
      doi={10.1007/s11263-020-01347-6}
    }
  • Yuzhi Tan, Hongxun Yao, Haoran Li, Xiusheng Lu, Haozhe Xie. PRF-Ped: Multi-scale Pedestrian Detector with Prior-based Receptive Field. ICPR, 2020.
    [BibTeX] [PDF]
    @inproceedings{tan2020prf,
      title={PRF-Ped: Multi-scale Pedestrian Detector with Prior-based Receptive Field},
      author={Tan, Yuzhi and Yao, Hongxun and Li, Haoran and Lu, Xiusheng and Xie, Haozhe},
      booktitle={ICPR},
      year={2020}
    }
  • Haozhe Xie, Hongxun Yao, Xiaoshuai Sun, Shangchen Zhou, Shengping Zhang. Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images. ICCV, 2019.
    [BibTeX] [PDF] [Project Page]
    @inproceedings{xie2019pix2vox,
      title={Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images},
      author={Xie, Haozhe and Yao, Hongxun and Sun, Xiaoshuai and Zhou, Shangchen and Zhang, Shengping},
      booktitle={ICCV},
      year={2019}
    }
  • Shangchen Zhou, Jiawei Zhang, Jinshan Pan, Haozhe Xie, Wangmeng Zuo, Jimmy Ren. Spatio-Temporal Filter Adaptive Network for Video Deblurring. ICCV, 2019.
    [BibTeX] [PDF] [Project Page]
    @inproceedings{zhou2019spatio,
      title={Spatio-Temporal Filter Adaptive Network for Video Deblurring},
      author={Zhou, Shangchen and Zhang, Jiawei and Pan, Jinshan and Xie, Haozhe and Zuo, Wangmeng and Ren, Jimmy},
      booktitle={ICCV},
      year={2019}
    }
  • Shangchen Zhou, Jiawei Zhang, Wangmeng Zuo, Haozhe Xie, Jinshan Pan, Jimmy Ren. DAVANet: Stereo Deblurring with View Aggregation. CVPR, 2019. (Oral)
    [BibTeX] [PDF] [Project Page] [Dataset]
    @inproceedings{zhou2019davanet,
      title={DAVANet: Stereo Deblurring with View Aggregation},
      author={Zhou, Shangchen and Zhang, Jiawei and Zuo, Wangmeng and Xie, Haozhe and Pan, Jinshan and Ren, Jimmy},
      booktitle={CVPR},
      year={2019}
    }
  • Haozhe Xie, Hongxun Yao, Xiaoshuai Sun, Shangchen Zhou, Xiaojun Tong. Weighted Voxel: a novel voxel representation for 3D reconstruction. International Conference on Internet Multimedia Computing and Service (ICIMCS), 2018.
    [BibTeX] [PDF] [Project Page]
    @inproceedings{xie2018weighted,
      title={Weighted Voxel: a novel voxel representation for 3D reconstruction},
      author={Xie, Haozhe and Yao, Hongxun and Sun, Xiaoshuai and Zhou, Shangchen and Tong, Xiaojun},
      booktitle={International Conference on Internet Multimedia Computing and Service (ICIMCS)},
      year={2018},
      organization={acm}
    }
  • Hanqing Xue, Jie Li, Haozhe Xie, Yadong Wang. Review of drug repositioning approaches and resources. International Journal of Biological Sciences, 14(10): 1232-1244, 2018. (IF=4.057)
    [BibTeX] [PDF]
    @article{xue2018review,
      title={Review of drug repositioning approaches and resources},
      author={Xue, Hanqing and Li, Jie and Xie, Haozhe and Wang, Yadong},
      journal={International Journal of Biological Sciences},
      year={2018},
      volume={14},
      number={10},
      pages={1232--1244}
    }
  • Haozhe Xie. Research on dimensionality reduction methods based on random projection. Master's thesis, Harbin Institute of Technology, 2017.
    [BibTeX] [PDF]
    @mastersthesis{xie2017research,
      title={Research on dimensionality reduction methods based on random projection},
      author={Xie, Haozhe},
      school={Harbin Institute of Technology},
      year={2017}
    }
  • Haozhe Xie, Jie Li, Hanqing Xue. A survey of dimensionality reduction techniques based on random projection. arXiv preprint:1706.04371, 2017.
    [BibTeX] [PDF]
    @article{xie2017survey,
      title={A survey of dimensionality reduction techniques based on random projection},
      author={Xie, Haozhe and Li, Jie and Xue, Hanqing},
      journal={arXiv preprint:1706.04371},
      year={2017}
    }
  • Qiaosheng Zhang, Jie Li, Haozhe Xie, Hanqing Xue, Yadong Wang. A network-based pathway-expanding approach for pathway analysis. BMC Bioinformatics, 17: 231-241, 2016. (IF=2.448)
    [BibTeX] [PDF]
    @article{zhang2016network,
      title={A network-based pathway-expanding approach for pathway analysis},
      author={Zhang, Qiaosheng and Li, Jie and Xie, Haozhe and Xue, Hanqing and Wang, Yadong},
      journal={BMC Bioinformatics},
      year={2016},
      volume={17},
      pages={231--241}
    }
  • Haozhe Xie, Jie Li, Qiaosheng Zhang, Yadong Wang. Comparison among dimensionality reduction techniques based on Random Projection for cancer classification. Computational biology and chemistry, 65: 165-172, 2016. (IF=1.331)
    [BibTeX] [PDF] [Code] [Dataset]
    @article{xie2016comparison,
      title={Comparison among dimensionality reduction techniques based on Random Projection for cancer classification},
      author={Xie, Haozhe and Li, Jie and Zhang, Qiaosheng and Wang, Yadong},
      journal={Computational biology and chemistry},
      year={2016},
      volume={65},
      pages={165--172}
    }

Invited Talks

Open Source Contribution

Verwandlung Online Judge

Verwandlung Online Judge is a Spring MVC based online judge system that supports multiple operating systems, including Windows and Linux. Communication between the judgers and web modules takes place through a message queue named ActiveMQ.
[Learn More]

Tiny DNN

TinyDNN is an implementation of deep learning written in C++14, designed to be used on IoT devices with limited computational resources. As part of this project, I implemented transposed convolutional layers and the Single Shot MultiBox Detector (SSD) for object detection.
[Learn More]

XX-Net

XX-Net is a free and open-source desktop application that provides users in censored regions with fast, reliable, and secure access to the open internet. It accomplishes this by using Google App Engine as a proxy server to bypass firewalls and access blocked websites.
[Learn More]

V2Ray Desktop

V2Ray Desktop is a native and cross-platform proxy GUI client written in Qt 5 and QML 2. It supports Shadowsocks(R), V2Ray, and Trojan protocols.
[Learn More]

WordPress Plugin: Google Font Fix

Google Font Fix is a WordPress plugin designed to enhance the page loading speed for Chinese users by replacing Google and Gravatar links with reverse proxy servers located in China.
[Learn More]

WordPress Plugin: WP-BibTeX

WP-BibTeX is a helpful WordPress plugin that simplifies formatting of BibTeX entries to display a bibliography or cite papers in WordPress. It has been used to generate the content of the Publications section on this page.
[Learn More]

This work is licensed under a Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License.

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Contact Us
  • Nanyang Technological University, Singapore
  • root [at] haozhexie [dot] com