Introduction
Associate Professor
School of Computer Science & Engineering
South China University of Technology
Guangzhou Higher Education Mega Centre
510006, Guangzhou
P. R. China
Tel:+86 15915804278
E-mail: csyhquan@scut.edu.cn
Academic Qualifications
2016.09－Now Associate Professor School of Computer Science & Engineering, SCUT
2013.10－2016.09 Postdoctoral Researcher Department of Mathematics, NUS
Areas of Professional Interest
Computer Vision, Sparse Representation, Image Processing
Publications
Selected Journal Papers
1.Yuhui Quan, Yong Xu, Yuping Sun and Yan Huang. Supervised dictionary learning with multiple classifier integration. Pattern Recognition. 55: 247-260, July 2016.
2.Chenglong Bao, Hui Ji, Yuhui Quan, and Zuowei Shen. Dictionary Learning for Sparse Coding: Algorithms and Convergence Analysis. IEEE Transactions on Pattern Analysis and Machine Learning. 38(7): 1356-1369, July 2016.
3.Yong Xu, Yuhui Quan, Zhuming Zhang, Haibin Ling and Hui Ji. Classifying Dynamic Textures via Spatiotemporal Fractal Analysis. Pattern Recognition. 48(10):3239-3248, Oct 2015.
4.Yong Xu, Yuping Sun, Yuhui Quan, and Bo Zheng. Discriminative Structured Dictionary Learning with Hierarchical Group Sparsity. Computer Vision and Image Understanding. 136: 59-68, July 2015.
5.Yong Xu, Delei Liu, Yuhui Quan, Zhiwen Yu, and Patrick Le Callet. Directional Regularity for Visual Quality Estimation. Signal Processing. 110: 211-221, May 2015.
6.Yuhui Quan, Hui Ji, and Zuowei Shen. Data-Driven Multi-scale Non-local Wavelet Frame Construction and Image Recovery. Journal of Scientific Computing. 63(2): 307-329, May 2015.
7.Yong Xu, Delei Liu, Yuhui Quan, and Patrick Le Callet. Fractal Analysis for Reduced Reference Image Quality Assessment. IEEE Transactions on Image Processing. 24(7): 2098-2109, Mar 2015.
8.Delei Liu, Yong Xu, Yuhui Quan, and Patrick Le Callet. Reduced-reference Image Quality Assessment Using Regularity of Phase Congruency. Signal Processing: Image Communication. 29(8): 844-855, Sep 2014.
9.Yuhui Quan, Yong Xu, and Yuping Sun. A Distinct and Compact Texture Descriptor. Image and Vision Computing. 32(4): 250-259, Apr 2014.
Selected Conference Papers
1.Yuhui Quan, Yong Xu, Yuping Sun, Yan Huang and Hui Ji. Sparse Coding for Classification via Discrimination Ensemble. IEEE Conference on Computer Vision and Pattern Recognition. 5839-5847, 2016.
2.Yuhui Quan, Chenglong Bao, and Hui Ji. Equiangular Kernel Dictionary Learning with Applications to Dynamic Texture Analysis. IEEE Conference on Computer Vision and Pattern Recognition. 308-316, 2016.
3.Yuhui Quan, Yan Huang, and Hui Ji. Dynamic Texture Recognition via Structured Tensor Dictionary Learning. IEEE International Conference on Computer Vision. 73-81, 2015.
4.Yuping Sun, Yong Xu, Yuhui Quan, and Bo Zheng. Characterizing Dynamic Textures with Space-time Lacunarity Analysis. IEEE International Conference on Multimedia and Expo. 1-6, 2015. [Accepted as Oral].
5.Chenglong Bao, Yuhui Quan, and Hui Ji. A Convergent Incoherent Dictionary Learning Algorithm for Sparse Coding. European Conference on Computer Vision. 302-316, 2014.
6.Yuhui Quan, Yong Xu, Yuping Sun, and Yu Luo. Lacunarity Analysis on Image Patterns for Texture Classification. IEEE Conference on Computer Vision and Pattern Recognition. 160-167, 2014.
7.Chenglong Bao, Hui Ji, Yuhui Quan, and Zuowei Shen. 
Norm Based Dictionary Learning by Proximal Methods with Global Convergence. IEEE Conference on Computer Vision and Pattern Recognition. 3858-3865, 2014. [Accepted as Oral].
8.Yong Xu, Yuhui Quan, Zhuming Zhang, Hui Ji, Cornelia Fermuller, Morimichi Nishigaki, and Daniel Dementhon. Contour-based Recognition. IEEE Conference on Computer Vision and Pattern Recognition. 3402-3409, 2012.
9.Yong Xu, Yuhui Quan, Haibin Ling, and Hui Ji. Dynamic Texture Classification Using Dynamic Fractal Analysis. IEEE International Conference on Computer Vision. 1219-1226, 2011.
Projects
1.Texture Analysis via Sparse Representation and Lacunarity, The National Natural Science Foundation, 2017.01 - 2019.12
2.Video Super-Resolution Enhancement under Haze and Raining, Guangzhou Municipal Science and Technology Project, 2017.05 - 2019.04
Scientific Awards
1.ACM Guangzhou Academic New Star Award, 2016
2.ACM Guangzhou Doctoral Dissertation Award, 2014
3.National Scholarship for Graduate Students Funded by Ministry of Education of China, 2013
4.The 1st Prize of the 4th National Ph.D. Student Forum on Information Science, 2013
5.The 1st Prize of the 3rd National Ph.D. Student Forum on Information Science, 2012
6.Academic Award for Excellent Ph.D. Candidates Funded by Ministry of Education of China, 2012
7.Winner of IEEE SMC Society Student Paper Contest, Venue in Hong Kong, 2010
