
Wei Hu (胡玮)
Assistant Professor, Ph.D. Supervisor
Institute of Computer Science and Technology
Peking University, Beijing, China
Email: forhuwei AT pku DOT edu DOT cn
Research Interests
Graph Signal Processing
Coding and processing for 2D images / videos, depth maps, 3D point clouds, etc.
Graph Neural Networks
Education
Doctor of Philosophy: Electrical Engineering | Aug. 2015 |
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The Hong Kong University of Science and Technology (HKUST) |
Bachelor of Science: Electrical Engineering | Jun. 2010 |
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University of Science and Technology of China (USTC) |
Research & Work Experience
Peking University, China | Apr. 2017 - Present |
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Assistant Professor, Ph.D. Supervisor |
Technicolor, France | Sept. 2015 – Feb. 2017 |
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Researcher in the Imaging Science Laboratory |
National Institute of Informatics, Japan | Jan. 2012 - Jun. 2015 |
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Student Intern |
MTrec Research Group, HKUST | Sept. 2010 - Aug. 2015 |
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Research Assistant |
Microsoft Research Asia, China | Jul. 2009 - Aug. 2009 |
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Student Intern in Visual Computing Group |
- 07/02/2018: 1 ACM MM paper accepted
- 06/29/2018: 1 GlobalSIP paper submitted
- 06/22/2018: Xiang Gao won 王选奖学金
- 06/16/2018: 1 BigMM paper accepted
- 06/14/2018: 2018 CCF-腾讯犀牛鸟基金项目 submitted
- 05/14/2018 - 05/18/2018: Invited to visit National Institute of Informatics, Tokyo
- 05/04/2018: 2 ICIP'18 papers accepted
- 04/27/2018: 1 GSP workshop abstract accepted
- 04/15/2018: 1 BigMM paper submitted
- 04/08/2018: 1 ACM MM paper submitted
- 03/31/2018: 1 GSP workshop abstract submitted
- 03/19/2018: 1 ACM TOMM paper accepted
- 03/08/2018: 1 NSFC funding proposal submitted
- 02/07/2018: 2 ICIP'18 papers submitted
- 01/30/2018: 1 ICASSP'18 paper accepted
- 12/15/2017: 1 ICME'18 paper submitted
- 11/25/2017: MSRA collaborative research proposal accepted
- 11/06/2017 - 11/10/2017: Invited to visit National Institute of Informatics, Tokyo
- 10/27/2017: 1 ICASSP'18 paper submitted
- 10/11/2017: 1 Alibaba Innovative Research (AIR) proposal accepted
- 09/30/2017: 1 MSRA collaborative research proposal submitted
- 09/01/2017: One Ph.D. student Xiang Gao and one Master student Zeqing Fu joined our group
- 08/23/2017: 1 ACM TOMM paper submitted
- 06/21/2017: 1 MMSP'17 paper accepted
- 06/15/2017: Selected to be Ph.D. supervisor
- 04/24/2017: Join Peking University as Assistant Professor

Ph.D. / Master Students
- Xiang Gao
- Zeqing Fu
- Gusi Te
Current Undergraduate Interns
- Junkun Qi (Peking University)
- Zehua Wang (Peking University)
- Hao Zeng (Peking University)
- Qianjiang Hu (Peking University)
- Peiju Liu (Peking University)
Other Collaborating Students
- Mingyuan Zhao (Tsinghua University)
- Yiqun Xu (Peking University)
Previous Interns & Collaborating Students
- Yuanwei Zhang (Peking University)
- Xiaokang Chen (Peking University)
- Jingzhi Chang (Peking University)
- Jing Wang (Beijing Normal University)
- Kanghui Du (China University of Geosciences, Beijing)
Journal Publications
- Wei Hu, Mozhdeh Seifi, Erik Reinhard
Over- and Under-Exposure Reconstruction of a Single Plenoptic Capture [PDF]
ACM Transactions on Multimedia Computing, Communications and Applications (TOMM) - Wei Hu, Gene Cheung, Masato Kazui
Graph-based Dequantization of Block-Compressed Piecewise Smooth Images [PDF]
IEEE Signal Processing Letters, vol. 23, no. 2, pp. 242-246, February, 2016. (Patent filed with Samsung Japan.) - Wei Hu, Gene Cheung, Antonio Ortega
Intra-Prediction and Generalized Graph Fourier Transform for Image Coding [PDF]
IEEE Signal Processing Letters, vol. 22, no. 11, pp. 1913-1917, November, 2015. - Wei Hu, Gene Cheung, Antonio Ortega, Oscar C. Au
Multi-resolution Graph Fourier Transform for Compression of Piecewise Smooth Images [PDF]
IEEE Transactions on Image Processing, vol. 24, no. 1, pp. 419-433, January, 2015. - Wenxiu Sun, Oscar C. Au, Lingfeng Xu, Yujun Li, Wei Hu
Seamless View Synthesis through Texture Optimization [PDF]
IEEE Transactions on Image Processing, vol. 23, no. 1, pp. 342-355, January, 2014.
Conference Publications
- Gusi Te, Wei Hu, Amin Zheng, Zongming Guo
RGCNN: Regularized Graph CNN for Point Cloud Segmentation [PDF] [Code]
ACM Multimedia (ACMMM), Seoul, Republic of Korea, 2018. - Xiang Gao, Wei Hu, Zongming Guo
Graph-based Point Cloud Denoising [PDF]
IEEE International Conference on Multimedia Big Data (BigMM), Xi'an, China, 2018. - Weihang Liao, Gene Cheung, Wei Hu
Path Coding on Geometric Planar Graph for 2D/3D Visual Data Partitioning [PDF]
IEEE International Conference on Image Processing, Athens, Greece, 2018. - Zeqing Fu, Wei Hu, Zongming Guo
Point Cloud Inpainting on Graphs from Non-local Self-similarity [PDF]
IEEE International Conference on Image Processing, Athens, Greece, 2018.
- Yiqun Xu, Wei Hu, Shanshe Wang, Xinfeng Zhang, Shiqi Wang, Siwei Ma, Wen Gao
Cluster-Based Point Cloud Coding With Normal Weighted Graph Fourier Transform [PDF]
IEEE International Conference on Acoustics, Speech and Signal Processing, Alberta, Canada, 2018 - Wei Hu, Mozhdeh Seifi, Erik Reinhard
Optical Center Estimation for Lenslet-based Plenoptic Cameras [PDF]
IEEE International Workshop on Multimedia Signal Processing, Luton, October, 2017. - Yung-Hsuan Chao, Antonio Ortega, Wei Hu, Gene Cheung
Edge-Adaptive Depth Map Coding with Lifting Transform on Graphs [PDF]
31st Picture Coding Symposium, Cairns, Australia, May, 2015. - Jiahao Pang, Gene Cheung, Wei Hu, Oscar C. Au
Redefining Self-Similarity in Natural Images for Denoising Using Graph Signal Gradient [PDF]
Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, Siem Reap, city of Angkor Wat, Cambodia, December, 2014. - Rui Ma, Oscar C. Au, Pengfei Wan, Lingfeng Xu, Wenxiu Sun, Wei Hu
Improved Temporal Psychovisual Modulation for Backward-Compatible Stereoscopic Display [PDF]
IEEE Global Conference on Signal and Information Processing, Atlanta, Georgia, USA, December, 2014. - Wei Hu, Gene Cheung, Xin Li, Oscar C. Au
Graph-based Joint Denoising and Super-resolution of Generalized Piecewise Smooth Images [PDF]
International Conference on Image Processing, Paris, France, October, 2014. (Top 10% paper award.) - Wei Dai, Oscar C. Au, Wenjing Zhu, Pengfei Wan, Wei Hu, Jiantao Zhou
SSIM-based rate-distortion optimization in H.264 [PDF]
IEEE International Conference on Acoustics, Speech, and Signal Processing, Florence, Italy, May, 2014. - Wei Hu, Xin Li, Gene Cheung, Oscar C. Au
Depth Map Denoising using Graph-based Transform and Group Sparsity [PDF] [Code]
IEEE International Workshop on Multimedia Signal Processing, Pula, Italy, October, 2013. (Top 10% paper award.) - Wei Dai, Oscar C. Au, Wenjing Zhu, Wei Hu, Pengfei Wan, Jiali Li
A robust interpolation-free approach for sub-pixel accuracy motion estimation [PDF]
IEEE International Conference on Image Processing, Melbourne, Australia, September, 2013. - Chao Pang, Oscar C. Au, Feng Zou, Xingyu Zhang, Wei Hu, Pengfei Wan
Optimal dependent bit allocation for AVS intra-frame coding via successive convex approximation [PDF]
IEEE International Conference on Image Processing, Melbourne, Australia, September, 2013. - Ruobing Zou, Oscar C. Au, Guyue Zhou, Wei Dai, Wei Hu, Pengfei Wan
Personal photo album compression and management [PDF]
IEEE International Symposium on Circuits and Systems, Beijing, China, May, 2013. - Lingfeng Xu, Oscar C. Au, Wenxiu Sun, Jiali Li, Wei Hu, Rui Ma
Ray-Space based Camera Spacing Correction via Convex Optimization [PDF]
IEEE International Conference on Acoustics, Speech and Signal Processing, Vancouver, Canada, March, 2013. - Wenxiu Sun, Oscar C. Au, Lingfeng Xu, Yujun Li, Wei Hu, Zhiding Yu
Texture Optimization for Seamless View Synthesis Through Energy Minimization [PDF]
ACM International Conference on Multimedia, Nara, Japan, October, 2012. - Wei Hu, Gene Cheung, Xin Li, Oscar C. Au
Depth Map Compression using Multi-resolution Graph-based Transform for Depth-image-based Rendering [PDF]
IEEE International Conference on Image Processing, Orlando, FL, September, 2012. (Patent filed.) - Yujun Li, Oscar C. Au, Lingfeng Xu, Wenxiu Sun, Wei Hu
Inferring Depth from a Pair of Images Captured Using Different Aperture Settings [PDF]
International Conference on Multimedia Modeling, China, September, 2012. - Wei Hu, Gene Cheung, Xin Li, Oscar C. Au
Depth Map Super-resolution Using Synthesized View Matching for Depth-image-based Rendering [PDF]
3rd International Workshop on Hot Topics in 3D (in conjunction with ICME 2012), Melbourne, Australia, July, 2012. - Wei Hu, Oscar C. Au, Lin Sun, Wenxiu Sun, Lingfeng Xu, Yujun Li
Adaptive Depth Map Filter for Blocking Artifacts Removal and Edge Preserving [PDF]
IEEE International Symposium on Circuits and Systems, Seoul, Korea, May, 2012.
2018
2017
2015
2014
2013
2012
Patents
- Wei Hu, Mozhdeh Seifi, Erik Reinhard
Method for Obtaining a position of a main lens optical center of a plenoptic camera
America, Jan 2017. - Wei Hu, Mozhdeh Seifi, Erik Reinhard
Method and Device for Obtaining a HDR Image by Graph Signal Processing
First Regular Filing by Technicolor, France, May 2016. - Wei Hu, Mozhdeh Seifi, Erik Reinhard
Optical Center Estimation from Micro-image Symmetry
First Regular Filing by Technicolor, France, Feb. 2016. - Wei Hu, Gene Cheung
Graph-based Dequantization of Block-Compressed Piecewise Smooth Images
filed by National Institute of Informatics, transferred to Samsung Japan, Aug. 2015. - Wei Hu, Gene Cheung
Depth Map Compression using Multi-resolution Graph-based Transform for Depth-image-based Rendering
filed by National Institute of Informatics, Japan, May 2012. - 马思伟,徐轶群,王苫社,李俊儒,胡玮
一种基于傅里叶图变换的点云帧内编码方法及装置
WIPO,2017.12.21 - 胡玮,高翔,郭宗明
点云噪声的去除方法、去噪系统、计算机设备及存储介质
中国,2018.02 - 胡玮,傅泽卿,郭宗明
基于图信号处理的点云修复方法、装置及终端
中国,2018.05 - 胡玮,特古斯,郭宗明
一种基于图卷积网络的点云分割方法 - 胡玮,杜康晖,郭宗明
一种基于点云分割的快速点云配准方法
- Introduction to Computation (A), Teaching Assistant, Fall Semester 2017
Reviewer for the following Journals/Conferences
- IEEE Transactions on Image Processing (TIP)
- IEEE Signal Processing Letters (SPL)
- IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
- IEEE International Conference on Image Processing (ICIP)
- International Conference on Multimedia and Expo (ICME)
- International Workshop on Multimedia Signal Processing (MMSP)
