Shangchen Zhou

Research Intern
SenseTime Research

40/F, Building 11A
Science Park, Shenzhen Bay
Shenzhen, Guangdong, China

Email: shangchenzhou[at]gmail.com

Personal Photo

Biography


I received My B.Eng. degree from the University of Electronic Science and Technology of China (UESTC) in 2015, working with Prof. Zenglin Xu and M.Eng. degree from Harbin Institute of Technology (HIT) in 2018, supervised by Prof. Hongxun Yao and Prof. Wangmeng Zuo. I have also been a research intern at SenseTime Research.

I am broadly interested in computer vision and deep learning. My current research focuses on image/video restoration, stereo&3D vision.

News


➤ [11/2019]: Two papers are accepted to AAAI 2020 (co-author).

➤ [11/2019]: Original ZED videos (for Stereo Blur Dataset) are released. [Link]

➤ [07/2019]: Two papers are accepted to ICCV 2019 (codes are available).

➤ [04/2019]: Our Stereo Blur Dataset is publicly available. [Link]

➤ [03/2019]: One paper is accepted to CVPR 2019 (Oral) (code is available).

➤ [08/2018]: I join SenseTime Research as a research intern.

Publications


Conference Papers

Conf2020_ssah

[8] SSAH: Semi-supervised Adversarial Deep Hashing with Self-paced Hard Sample Generation,
Sheng Jin, Shangchen Zhou, Yao Liu, Chao Chen, Xiaoshuai Sun, Hongxun Yao, Xiansheng Hua,

in Association for the Advancement of Artificial Intelligence (AAAI), 2020.
@article{jin2019ssah,
  title={SSAH: Semi-supervised Adversarial Deep Hashing with Self-paced Hard Sample Generation},
  author={Jin, Sheng and Zhou, Shangchen and Liu, Yao and Chen, Chao and Sun, Xiaoshuai and Yao, Hongxun and Hua, Xiansheng},
  journal={arXiv preprint:1911.08688},
  year={2019}
}
Conf2019_stereo2shape

[7] Toward 3D Object Reconstruction from Stereo Images,
Haozhe Xie, Hongxun Yao, Shangchen Zhou, Shengping Zhang, Xiaoshuai Sun, Wenxiu Sun,
arXiv preprint arXiv:1910.08223, 2019.

@article{xie2019stereo2shape,
  title={Toward 3D Object Reconstruction from Stereo Images},
  author={Xie, Haozhe and Yao, Hongxun and Zhou, Shangchen and Zhang, Shengping and Sun, Xiaoshuai and Sun, Wenxiu},
  journal={arXiv preprint:1910.08223},
  year={2019}
}
Conf2019stfan

[6] Spatio-Temporal Filter Adaptive Network for Video Deblurring,
Shangchen Zhou, Jiawei Zhang, Jinshan Pan, Haozhe Xie, Wangmeng Zuo, Jimmy Ren,
in the Proceedings of IEEE International Conference on Computer Vision (ICCV), 2019.

@inproceedings{zhou2019stfan,
  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={Proceedings of the IEEE International Conference on Computer Vision},
  year={2019}
}
Conf2019pix2vox

[5] Pix2Vox: Context-aware 3D Reconstruction from Single and Multi-view Images,
Haozhe Xie, Hongxun Yao, Xiaoshuai Sun, Shangchen Zhou, Shengping Zhang,
in the Proceedings of IEEE International Conference on Computer Vision (ICCV), 2019.

@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={Proceedings of the IEEE International Conference on Computer Vision},
  year={2019}
}
Conf2019stereodeblur

[4] DAVANet: Stereo Deblurring with View Aggregation,
Shangchen Zhou, Jiawei Zhang, Wangmeng Zuo, Haozhe Xie, Jinshan Pan, Jimmy Ren,
The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2019.
Oral Presentation

@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={Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition},
  pages={10996--11005},
  year={2019}
}
Conf2018_association_study

[3] Association Study of Alzheimer’s Disease with Tree-guided Sparse Canonical Correlation Analysis,
Shangchen Zhou, Shuai Yuan, Zhizhuo Zhang, Zenglin Xu,
International Conference on Neural Information Processing (ICONIP), 2018.

@inproceedings{zhou2018tgscca,
  title={Association Study of Alzheimer’s Diseasewith Tree-guided Sparse Canonical Correlation Analysis},
  author={Zhou, Shangchen and Yuan, Shuai and Zhang, Zhizhuo and Xu, Zenglin},
  booktitle={International Conference on Neural Information Processing},
  pages={585--597},
  year={2018},
  organization={Springer}
}
Conf2018_weighted_voxel

[2] Weighted Voxel: A Novel Voxel Representation for 3D Reconstruction,
Haozhe Xie, Hongxun Yao, Xiaoshuai Sun, Shangchen Zhou, Xiaojun Tong,
International Conference on Internet Multimedia Computingand Service (ICIMCS), 2018.

@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={Proceedings of the 10th International Conference on Internet Multimedia Computing and Service},
  pages={33--36},
  year={2018},
  organization={ACM}
}
Conf2016_tree_reid

[1] Tree-guided Group Sparse based Representation for Person Re-identification,
Shangchen Zhou, Hongxun Yao, Wei Yu, Yasi Wang,
International Conference on Internet Multimedia Computing and Service,(ICIMCS), 2016.
Best Paper Award

@inproceedings{zhou2016tree,
  title={Tree-guided Group Sparse based Representation for Person Re-identification},
  author={Zhou, Shangchen and Yao, Hongxun and Yu, Wei and Wang, Yasi},
  booktitle={Proceedings of the International Conference on Internet Multimedia Computing and Service},
  pages={14--17},
  year={2016},
  organization={ACM}
}


Journal Papers

Conf2019_saliency_hashing

[3] Deep Saliency Hashing for Fine-grained Retrieval,
Sheng Jin, Xiaoshuai Sun, Hongxun Yao, Shangchen Zhou, Xiansheng Hua, Lei Zhang,
IEEE Transactions on Image Processing (TIP), 2019.

@article{jin2019saliency,
  title={Deep Saliency Hashing},
  author={Jin, Sheng and Sun, Xiaoshuai and Yao, Hongxun and Zhou, Shangchen and Hua, Xiansheng and Zhang, lei},
  journal={IEEE Transactions on Image Processing},
  year={2019}
}
Jour2018_unsupervised_hashing

[2] Unsupervised Semantic Deep Hashing,
Sheng Jin, Xiaoshuai Sun, Hongxun Yao, Shangchen Zhou,
Neurocomputing, 2019.

@article{jin2019unsupervised,
  title={Unsupervised semantic deep hashing},
  author={Jin, Sheng and Sun, Xiaoshuai and Yao, Hongxun and Zhou, Shangchen},
  journal={Neurocomputing},
  year={2019},
  publisher={Elsevier}
}
Jour2018_recovery

[1] Gradual recovery based occluded digit images recognition,
Yasi Wang, Hongxun Yao, Wei Yu, Dong Wang, Shangchen Zhou, Xiaoshuai Sun,
Multimedia Tools and Applications (MTA), 2018.

@article{wang2018gradual,
  title={Gradual recovery based occluded digit images recognition},
  author={Wang, Yasi and Yao, Hongxun and Yu, Wei and Wang, Dong and Zhou, Shangchen and Sun, Xiaoshuai},
  journal={Multimedia Tools and Applications},
  pages={1--16},
  year={2018},
  publisher={Springer}
}

Education Background


M.Eng.
Computer Science and Technology
September 2015 - July 2018 | Harbin Institute of Technology
Advisor: Prof. Hongxun Yao and Prof. Wangmeng Zuo

HIT Logo

B.Eng.
Computer Science and Technology
September 2011 - July 2015 | University of Electronic Science and Technology of China
Advisor: Prof. Zenglin Xu

UESTC Logo

Research Experience


Research Intern
August 2018 - August 2019 | SenseTime Research, China
Working with: Jiawei Zhang and Jimmy S. Ren

SenseTime Logo

Academic Services


Conference Reviewer
CVPR 2020

Journal Reviewer
PR, JEI

Awards and Honors


Gold Award Graduate (Top 3%, the Highest Award) | HIT
2018
Excellent Master Thesis Award | HIT
2018
First-class Academic Performance Scholarship for Postgraduates | HIT
2017
Best Paper Award, ICIMCS 2016 | ACM
2016
Outstanding Student Recommended for Admission (Top 2%) | HIT
2015
Outstanding Graduate | UESTC
2015
First Prize in Mathematics Competition of UESTC (Top 1%) | UESTC
2013
National Scholarship (Top 2%) | MOE
2013-2014
Special-grade Scholarship of People (Top 3%, 2 Times) | UESTC
2011-2013