Welcome to Sheng Li's Homepage


Sheng Li         李    升

Ph.D. Student

shengli [AT] ece.neu.edu 



About Me
I am a Ph.D. student in the SMILE LabDepartment of Electrical & Computer Engineering at Northeastern Univeristy under the supervision of Prof. Yun (Raymond) Fu since 2012. I received my M.S. degree in Information Security, and B.S. degree in Computer Science from Nanjing University of Posts and Telecommunications (NUPT), China.


Research Interests
  • 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. 


Selected Publications [Google Scholar Page]

Journal Papers
     
2014
  • 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.)
2012
  • 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]


Conference Papers

2014
  • 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]
  • Ming Shao, Sheng Li, Tongliang Liu, Dacheng Tao, Thomas S. Huang, and Yun Fu, Learning Relative Features Through Adaptive Pooling for Image Classification, IEEE International Conference on Multimedia and Expo (ICME), 2014 [PDF] (Oral Presentation)
2013
  • 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]


Selected Awards
  • SDM Student Travel Award, 2014.
  • The Best Student Paper Honorable Mention Award, IEEE 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.


Professional Services
Program Committee  
  • COGNITIVE 2014, Venice, Italy, May 25 - 29.
Reviewer
  • IEEE Transactions on Neural Networks and Learning Systems (T-NNLS)
  • Neurocomputing
  • International Journal of Pattern Recognition and Artificial Intelligence (IJPRAI)
  • Journal of Visual Communication and Image Representation (JVCI)
  • KSII Transactions on Internet and Information Systems
External Reviewer
  • 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

Friends' Links

                                                                                                   

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