Sheng Li 李 升
shengli [AT] ece.neu.edu
- Low-rank matrix recovery, graph based machine learning, subspace learning, feature extraction and selection.
- Dictionary learning, sparse coding, multi-view/multi-source learning, transfer learning and self-taught learning.
- Large-scale Image classification, face recognition, and recommendation systems.
- Liangyue Li*, Sheng Li*, Yun Fu: Learning Low-Rank and Discriminative Dictionary for Image Classification. To appear in Image and Vision Computing, 2014. [PDF] (* indicates equal contribution.)
- Xiao-Yuan Jing, Sheng Li, David Zhang, Jian Yang, Jing-Yu Yang: Supervised and Unsupervised Parallel Subspace Learning for Large-Scale Image Recognition. IEEE Transactions on Circuits System for Video Technology, 22(10): 1497-1511, 2012. [PDF]
- Xiao-Yuan Jing, Sheng Li, David Zhang, Chao Lan, Jingyu Yang: Optimal Subset-division based Discrimination and Its Kernelization for Face and Palmprint Recognition. Pattern Recognition, 45(10): 3590-3602, 2012. [PDF]
- Xiao-Yuan Jing, Sheng Li, Wen-Qian Li, etc. Palmprint and Face Multi-Modal Biometric Recognition based on SDA-GSVD and Its Kernelization. Sensors, 12(5), pp. 5551-5571, 2012. [PDF]
Prior to 2012
- Xiao-Yuan Jing, Sheng Li, Chao Lan, David Zhang, Jingyu Yang, Qian Liu: Color Image Canonical Correlation Analysis for Face Feature Extraction and Recognition. Signal Processing, 91(8): 2132-2140, 2011. [PDF]
- Sheng Li, Xiao-Yuan Jing, Lu-Sha Bian, Shi-Qiang Gao, Qian Liu, Yong-Fang Yao: Facial Image Recognition Based on a Statistical Uncorrelated Near Class Discriminant Approach. IEICE Transactions on Information and Systems, 93-D(4): 934-937, 2010. [PDF]
- Sheng Li, Yong-Fang Yao, Xiao-Yuan Jing, Heng Chang, Shi-Qiang Gao, David Zhang, Jing-Yu Yang: Face Recognition Based on Nonlinear DCT Discriminant Feature Extraction Using Improved Kernel DCV. IEICE Transactions on Information and Systems, 92-D(12): 2527-2530, 2009. [PDF]
- Sheng Li, Yun Fu. Robust Subspace Discovery through Supervised Low-Rank Constraints, SIAM International Conference on Data Mining (SDM), 2014. [PDF] [Sup]
- Sheng Li, Ming Shao and Yun Fu, Locality Linear Fitting One-class SVM with Low-Rank Constraints for Outlier Detection, International Joint Conference on Neural Networks (IJCNN), 2014 [PDF]
- Sheng Li, Yun Fu. Low-Rank Coding with b-Matching Constraint for Semi-supervised Classification, International Joint Conference on Artificial Intelligence (IJCAI), 2013. (Acceptance Rate: 28% = 413/1473) [PDF] [Poster] [Project Page]
- Liangyue Li, Sheng Li, Yun Fu. Discriminative Dictionary Learning with Low-Rank Regularization for Face Recognition. The 10th IEEE International Conference on Automatic Face and Gesture Recognition (FG), 2013. (Oral Presentation, 12.1%. Best Student Paper Honorable Mention Award) [PDF]
Prior to 2012
- Sheng Li, Xiao-Yuan Jing, David Zhang, Yong-Fang Yao, Lu-Sha Bian: A Novel Kernel Discriminant Feature Extraction Framework based on Mapped Virtual Samples for Face Recognition. IEEE International Conference on Image Processing (ICIP): 3005-3008, 2011. [PDF]
- Xiao-Yuan Jing, Sheng Li, David Zhang, Jingyu Yang: Face Recognition based on Local Uncorrelated and Weighted Global Uncorrelated Discriminant Transforms. IEEE International Conference on Image Processing (ICIP): 3049-3052, 2011. [PDF]
- Xiao-Yuan Jing, Sheng Li, David Zhang, Jiang-Yue Man and Jing-Yu Yang, Supervised Local Sparsity Preserving Projection for Face Feature Extraction, the First Asian Conference on Pattern Recognition (ACPR), pp. 555-559, 2011. [PDF]
- Xiao-Yuan Jing, Sheng Li, Yong-Fang Yao, Lu-Sha Bian, Jingyu Yang: Kernel Uncorrelated Adjacent-class Discriminant Analysis. International Conference on Pattern Recognition (ICPR): 706-709, 2010. [PDF]
- Sheng Li, Xiao-Yuan Jing, Qian Liu, etc., Kernel-Plural Discriminant Analysis Based on Fourier Transform and Its Application to Face Recognition. Chinese Conference on Pattern Recognition (CCPR): 503-507, 2009. (in Chinese) [PDF]
- The Best Student Paper Honorable Mention Award, FG 2013.
- The 8th National Post-Graduate Mathematical Contest in Modeling, The Second Prize, China, 2011.
- Outstanding Graduate Student, Nanjing University of Posts and Telecommunications, 2011.
- The 7th National Post-Graduate Mathematical Contest in Modeling, The Second Prize, China, 2010.
- The Excellent Bachelor’s Thesis Award in Jiangsu Province, The Second Prize, Jiangsu Province, 2010.
- The Research and Innovation Award (4 in Nanjing University of Posts and Telecommunications), 2009.
- COGNITIVE 2014, Venice, Italy, May 25 - 29.
- IEEE Transactions on Neural Networks and Learning Systems (T-NNLS)
- International Journal of Pattern Recognition and Artificial Intelligence (IJPRAI)
- KSII Transactions on Internet and Information Systems
- IEEE International Conference on Computer Vision (ICCV 2013)
- IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2013, 2014)
- The Twenty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2013, 2014)
- ACM Multimedia (ACM MM 2013)
- SIAM International Conference on Data Mining (SDM 2013)
- British Machine Vision Conference (BMVC 2013)
- IEEE Conference on Automatic Face and Gesture Recognition (FG 2013)
- International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2013)
- IEEE International Conferences on Image Processing (ICIP 2009, ICIP 2010, ICIP 2011)
- International Conferences on Hand-based Biometrics (ICHB 2011)
- Journal of Machine Learning Research (JMLR)
- IEEE Transactions on Image Processing (T-IP)
- IEEE Transactions on Circuits System for Video Technology (T-CSVT)
- IEEE Transactions on Systems, Man and Cybernetics Part A: Systems and Humans (T-SMCA)
- Pattern Recognition