|
Lei Zhang Chair Professor of Computer
Vision and Image Analysis Office: PQ816 Phone: 852-27667355 |
|
Education
|
3/1998~10/2001 |
PhD |
Dept. of Automatic Control,
Northwestern Polytechnical University,
Xi'an, China. |
|
9/1995~3/1998 |
M.Sc |
Dept. of Automatic Control,
Northwestern Polytechnical University,
Xi'an, China. |
|
9/1991~7/1995 |
B.Sc |
Dept. of Aeronautical
Engineering, Shenyang
Inst. of Aeronautical Engineering, Shenyang, China. |
Work
Experience
|
7/2017~present |
Chair Professor, Dept. of
Computing, Hong Kong Polytechnic University, Hong Kong. |
|
7/2015~6/2017 |
Professor, Dept. of
Computing, Hong Kong Polytechnic University, Hong Kong. |
|
9/2010~6/2015 |
Associate Professor, Dept.
of Computing, Hong Kong Polytechnic University, Hong Kong. |
|
1/2006~8/2010 |
Assistant Professor, Dept.
of Computing, Hong Kong Polytechnic University, Hong Kong. |
|
1/2003~1/2006 |
Postdoctoral Fellow, Dept. of Electrical and Computer
Engineering, McMaster University,
Canada. |
|
1/2001~1/2003 |
Research Assistant/Associate,
Dept. of Computing, Hong Kong Polytechnic University, Hong Kong. |
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![MC900297235[1]](index_files/image012.gif)
News
|
1. I've been selected as a "Clarivate
Analytics Highly Cited Researcher", 2015, 2016, 2017 (https://clarivate.com/hcr). |
|
2.
I'm
looking for PhD Students, Postdoctoral Fellows or Research Assistants/Associates
in computer
vision, machine learning and computational
photography. Candidates with research
experience on Deep Learning will be considered with higher priority.
Please send me your CV if you have interest. (I will not
reply you if I don't receive your full CV.) Notes:
The minimum English-language requirement of PhD study at PolyU is: TOEFL 80 (with writing at least 23) or IELTS 6.5 (with writing at least 6). |
Newly accepted
|
1. L. Zhang, W. Zuo, "Image Restoration: From Sparse and
Low-rank Priors to Deep Priors," IEEE
Signal Processing Magazine, Sept. 2017. (lecture-notes article, paper, slides) |
|
2. H. Yong, D. Meng, W. Zuo, L. Zhang, "Robust Online
Matrix Factorization for Dynamic Background Subtraction," to appear, IEEE Trans. on Pattern Analysis and Machine
Intelligence. (paper) (code) |
|
3. J. Kim, H. Zeng, D. Ghadiyaram, S. Lee, L. Zhang, A.C.
Bovik, "Deep Convolutional Neural Models for Picture Quality
Prediction," IEEE Signal
Processing Magazine, 2017. (paper) |
|
4. J.
Xu, L. Zhang, D. Zhang, X. Feng, "Multi-channel Weighted Nuclear Norm
Minimization for Real Color Image Denoising," 2017 International Conference on Computer Vision (ICCV 2017). (paper, supp) (code) |
|
5. S.
Cai, W. Zuo, L. Zhang, "Higher-order Integration of Hierarchical
Convolutional Activations for Fine-grained Visual Categorization," 2017 International Conference on Computer
Vision (ICCV 2017).
(paper) (code) |
|
6. S.
Gu, D. Meng, W. Zuo, L. Zhang, "Joint Convolutional Analysis and
Synthesis Sparse Representation for Single Image Layer Separation," 2017 International Conference on Computer
Vision (ICCV 2017).
(paper, supp) (code) |
|
7. W.
Xie, M. Wang, X. Qi, L. Zhang, "3D Surface Detail Enhancement from A
Single Normal Map," 2017
International Conference on Computer Vision (ICCV 2017). (paper) (code) |
|
8. L.
Yang, R. Liu, D. Zhang, L. Zhang, "Deep Location-Specific
Tracking," ACM Multimedia 2017 (MM
2017). (paper) (code) |
|
My Google Scholar Citation
Profile |
|
Recent Research Focus 1.
Image Restoration, including 3D Reconstruction 2.
Image Classification and Face Recognition 3.
Object Detection 4.
Image Quality Assessment 5.
Visual Tracking |
PhD Students Supervised
|
Biometrics, Computer Vision and
Image Processing |
Graduated in 2011; now
with Tongji University, Shanghai, China |
|
|
Image Segmentation and Graph-based
Optimization |
Graduated in 2011; now
with Southwest Jiaotong University, Chengdu, China |
|
|
XIE Jin |
Texture Classification, Dictionary
Learning and Sparse Representation |
Graduated in 2012; now
doing postdoc at New York University at Dubai |
|
Face Recognition, Sparse
Representation and Computer Vision |
Graduated in 2012; now
with Shenzhen University, Shenzhen, China |
|
|
Visual Tracking, Image Segmentation
and Level Set Methods |
Graduated in 2013; now
with Nanjing Univ. of Information Engineering, Nanjing,
China |
|
|
Metric Learning, Computer Vision
and Pattern Classification |
Graduate in 2014; now
with Tianjin University, Tianjin, China |
|
|
Image Restoration, Computer Vision,
Low Rank and Matrix Factorization |
Expected to graduate in
2017 |
|
|
Sparse and Low Rank Methods,
Computer Vision, Machine Learning |
Expected to graduate in
2017 |
|
|
Machine Learning, Computer Vision |
Expected to graduate in
2017 |
|
|
HDR Imaging, Multiple Exposure
Fusion |
Expected to graduate in
2018 |
|
|
CAI Jianrui |
Image and Video Enhancement, Deep
Learning |
Expected to graduate in
2018 |
|
YANG Lingxiao |
Visual Recognition, Visual
Tracking, Deep Learning |
Expected to graduate in
2018 |
|
XIAO Jin |
Video Denoising and Restoration via
Deep Learning |
Expected to graduate in
2019 |
|
LI Lida |
Face Detection, Object
Detection, Deep Learning |
Expected
to graduate in 2019 |
|
ZENG Hui |
Deep Learning, Image
Quality Assessment |
Expected
to graduate in 2019 |
|
XIANG Wangmeng |
3D Reconstruction, Deep
Learning |
Expected
to graduate in 2020 |
|
LIANG Zhetong |
Computational Imaging,
Camera Pipeline |
Expected
to graduate in 2020 |
|
ZHANG Xindong |
Computer Vision,
Intelligent Transportation |
Expected
to graduate in 2020 |
|
LI Shuai |
Deep Learning, Object
Detection |
Expected
to graduate in 2021 |