Publication List of Wei-Shi Zheng

ALL Publications

²  Journal Publications (* indicating supervisor of the students):

1.         Wei-Shi Zheng, Shaogang Gong, and Tao Xiang. Towards Open-World Person Re-Identification by One-Shot Group-based Verification. IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), 2015. (DOI: 10.1109/TPAMI.2015.2453984)

2.         Xiaojuan Wang (undergraduate student), Wei-Shi Zheng*, Xiang Li (student), and Jianguo Zhang. Cross-scenario Transfer Person Re-identification. IEEE Transactions on Circuits and Systems for Video Technology,  to appear, 2015 (DOI: 10.1109/TCSVT.2015.2450331)

3.         Xiaobin Chang (student), Wei-Shi Zheng*, and Jianguo Zhang. Learning Person-Person Interaction in Collective Activity Recognition. IEEE Transactions on Image Processing, vol. 24, no. 6, pp. 1905-1918, 2015.

4.         Zhaoze Zhou (student), Wei-Shi Zheng*, JianHuang Hu(student), Yong Xu, Jane You. One-pass Online Learning: A Local Approach. Pattern Recognition, 2015, to appear.

5.         Jiansheng Wu (student), Wei-Shi Zheng*, Jian-Huang Lai. Approximate Kernel Competitive Learning. Neural Networks, vol. 63, pp. 117-132, 2015.

6.         Jun-Yong Zhu (student), Wei-Shi Zheng*, Jian-Huang Lai, Stan Z. Li, "Matching NIR Face to VIS Face using Transduction," IEEE Transactions on Information Forensics and Security, vol. 9, no. 3, pp. 501-514, 2014.

7.         Ran He, Wei-Shi Zheng, Tieniu Tan, and Zhenan Sun. Half-quadratic based Iterative Minimization for Robust Sparse Representation.  IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 36, no. 2, pp. 261-275, 2014. [ESI Highly Cited Paper]

8.         Wei-Shi Zheng, Shaogang Gong, and Tao Xiang, "Re-identification by Relative Distance Comparison," IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 35, no. 3, pp. 653-668, 2013.

9.         Wei-Shi Zheng, Shaogang Gong, and Tao Xiang, "Quantifying and Transferring Contextual Information in Object Detection," IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 34, no. 4, pp. 762-777, 2012.

10.     Wei-Shi Zheng, JianHuang Lai, Shengcai Liao, and Ran He, "Extracting Non-negative Basis Images Using Pixel Dispersion Penalty," Pattern Recognition, vol. 45, no. 8, pp. 2912-2926, 2012.

11.     Ran He, Wei-Shi Zheng, Bao-Gang Hu, and Xiang-Wei Kong, "Two-stage Nonnegative Sparse Representation for Large-scale Face Recognition," IEEE Trans. on Neural Network and Learning System (TNNLS), vol. 24, no. 1, pp. 35-46, 2013.

12.     Yu Chen⁺, Wei-Shi Zheng⁺, Jian-Huang Lai, "Discriminant Subspace Learning Constrained by Locally Statistical Uncorrelation for Face Recognition," Neural Networks, vol. 42, pp. 28–43, 2013

13.     Wei-Shi Zheng, JianHuang Lai, and Pong C. Yuen, "Penalized Pre-image Learning in Kernel Principal Component Analysis," IEEE Trans. on Neural Networks, vol. 21, no. 4, pp. 551-570, 2010.

14.     Wei-Shi Zheng, JianHuang Lai, Pong C. Yuen, and Stan Z. Li, "Perturbation LDA: Learning the Difference between the Class Empirical Mean and Its Expectation," Pattern Recognition, vol. 42, no. 5, pp. 764-779, 2009.

15.     Wei-Shi Zheng, JianHuang Lai, and Stan Z. Li, “1D-LDA versus 2D-LDA: When Is Vector-based Linear Discriminant Analysis Better than Matrix-based?” Pattern Recognition, vol. 41, no. 7, pp. 2156-2172, 2008.

16.     Wei-Shi Zheng, JianHuang Lai, and Pong C. Yuen, “GA-fisher: A New LDA-based Face Recognition Algorithm with Selection of Principal Components,” IEEE Transactions on Systems Man and Cybernetics Part B-Cybernetics, vol. 35, no. 5, pp. 1065-1078, 2005.

17.     Ran He, Wei-Shi Zheng, and BaoGang Hu, "Maximum Correntropy Criterion for Robust Face Recognition," IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 33, no. 8, pp. 1561 - 1576, 2011.

18.     Xiaohua Xie, Wei-Shi Zheng, JianHuang Lai, Pong C. Yuen, and Ching Y. Suen, "Normalization of Face Illumination Based on Large- and Small- Scale Features," IEEE Trans. on Image Processing, vol. 20, no. 7, pp. 1807 - 1821, 2011.

19.     Ran He, Wei-Shi Zheng, and BaoGang Hu, and Xiang-Wei Kong, "A Regularized Correntropy Framework for Robust Pattern Recognition," Neural Computation, vol. 23, no. 8, pp. 2074-2100, 2011.

20.     Guoyun Lian, JianHuang Lai, and Wei-Shi Zheng, "Spatial-temporal Consistent Labeling of Tracked Pedestrians across Non-overlapping Camera Views," Pattern Recognition, vol. 44, no. 5, pp. 1121-1136, 2011.

21.     Xiaohua Xie, JianHuang Lai, and Wei-Shi Zheng, "Extraction of Illumination Invariant Facial Features from A Single Image Using Nonsubsampled Contourlet Transform," Pattern Recognition, vol. 43, no.12, pp. 4177–4189, 2010.

22.     Ran He, BaoGang Hu, Wei-Shi Zheng, and Xiang-Wei Kong, "Robust Principal Component Analysis Based on Maximum Correntropy Criterion," IEEE Trans. on Image Processing, vol. 20, no. 6, pp. 1485-1494, 2011.

23.     Nanhai Yang, Ran He, Wei-Shi Zheng, and Xiukun Wang, "Robust Large Margin Discriminant Tangent Analysis for Face Recognition," Neural Computing and Applications, May, 2011.

24.     Xiaohua Xie, JianHuang Lai, and Wei-Shi Zheng, ''Illumination Normalization of Human Face Based on the Second-Order Polynomial Model," Acta Electronica Sinica, no.8, pp. 1791-1797, 2010 (In Chinese).

25.     Ran He, BaoGang Hu, XiaoTong Yuan, and Wei-Shi Zheng, "Principal component analysis based on non-parametric maximum entropy," Neurocomputing, vol. 73, no. 10-12, pp. 1840-1852, 2010.

26.     Xiaohua Xie, JianHuang Lai, Ching Y. Suen, and Wei-Shi Zheng, "Non-ideal class non-point light source quotient image for face relighting," Signal Processing, vol. 91, no. 4, pp. 1048–1053, 2011.

27.     Chang-Dong Wang, JianHuang Lai, Dong Huang, and Wei-Shi Zheng, "SVStream: A Support Vector Based Algorithm for Clustering Data Streams," IEEE Trans. on Knowledge and Data Engineering, vol. 25, no. 6, pp. 1410 - 1424, 2013.

28.     Na Liu, JianHuang Lai, Wei-Shi Zheng, "A Facial Sparse Descriptor for Single Image Based Face Recognition," Neurocomputing, vol. 93, pp. 77-87, Sep. 2012.

29.     Jun Tan, Xiaohua Xie, Wei-Shi Zheng, and JianHuang Lai, "Radical Extraction Using Affine Sparse Matrix Factorization for Printed Chinese Characters Recognition," International Journal of Pattern Recognition and Artificial Intelligence, vol. 26, no. 3, 2012.

30.     Ran He, Xiaotong Yuan and Wei-Shi Zheng, “A Fast Convex Conjugated Algorithm for Sparse Recovery,” Neurocomputing, accepted, 2013.

²  Top Conference Papers (* indicating supervisor of the students):

31.     Wei-Shi Zheng, Xiang Li (student), Tao Xiang, Shengcai Liao, JianHuang Lai, Shaogang Gong. Partial Person Re-identification. IEEE Conf. on Computer Vision (ICCV), 2015, to appear (oral).

32.     Xiang Li (student), Wei-Shi Zheng*, Xiaojuan Wang (undergraduate student), Tao Xiang, Shaogang Gong. Multi-scale Learning for Low-resolution Person Re-identification. IEEE Conf. on Computer Vision (ICCV), 2015, to appear.

33.     Botong Wu (undergraduate student), Qiang Yang (student), Wei-Shi Zheng*, Yizhou Wang, and Jingdong Wang. "Quantized Correlation Hashing for Fast Cross-modal Search ," International Joint Conference on Artificial Intelligence (IJCAI), 2015.

34.     Yingcong Chen (student), Wei-Shi Zheng*, and Jian-Huang Lai, "Mirror Representation for Modeling View-specific Transform in Person Re-identification,"  International Joint Conference on Artificial Intelligence (IJCAI), 2015.

35.     Jian-Fang Hu (student), Wei-Shi Zheng*, Jian-huang Lai, Jianguo Zhang, "Jointly Learning Heterogeneous Features for RGB-D Activity Recognition," IEEE Conf. on Computer Vision and Pattern Recognition, June 2015.

36.     Jian-Fang Hu (student), Wei-Shi Zheng*, Jian-huang Lai, Shaogang Gong, and Tao Xiang, "Recognising Human-Object Interaction via Exemplar based Modelling," In Proc. IEEE International Conference on Computer Vision (ICCV) 2013.

37.     LuYuan Xu, Liang Lin, Wei-Shi Zheng, Xiaobao Liu, "Human Re-identification by Matching Compositional Template with Cluster Sampling," In Proc. IEEE International Conference on Computer Vision (ICCV) 2013, to appear

38.     Jian-sheng Wu (student), Wei-Shi Zheng*, Jian-huang Lai, "Euler Clustering," International Joint Conference on Artificial Intelligence (IJCAI), 2013.

39.     Longkai Huang(undergraduate student), Qiang Yang(student), Wei-Shi Zheng*, "Online Hashing," International Joint Conference on Artificial Intelligence (IJCAI), 2013.

40.     Qiang Yang(student), Longkai Huang(undergraduate student), Wei-Shi Zheng*, Yingbiao Ling, "Smart Hashing Update for Fast Response,"International Joint Conference on Artificial Intelligence (IJCAI), 2013.

41.     Wenqi Li (co-supervised student), Jianguo Zhang, Wei-Shi Zheng, Maria Coats, Frank Carey, and Stephen McKenna, "Learning from Partially Annotated OPT Images by Contextual Relevance Ranking," International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2013, accepted. (This paper is for the NSFC-RSE joint project. Wenqi Li is the co-supervised student when I was in University of Dundee)

42.     Wei-Shi Zheng, Shaogang Gong, and Tao Xiang, "Transfer Re-identification: From Person to Set-based Verification", IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Rhode Island, USA, June 2012.

43.     Wei-Shi Zheng, Shaogang Gong, and Tao Xiang, "Person Re-identification by Probabilistic Relative Distance Comparison", IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Colorado Springs, USA, June, 2011.

44.     Wei-Shi Zheng, Shaogang Gong, and Tao Xiang, "Quantifying Contextual Information for Object Detection," In Proc. IEEE International Conference on Computer Vision (ICCV), Kyoto, Japan, October, 2009.

45.     Wei-Shi Zheng, Stan Z. Li, JianHuang Lai, and Shengcai Liao, “On Constrained Sparse Matrix Factorization,” In Proc. IEEE International Conference on Computer Vision (ICCV), Brazil, 2007.

46.     Ran He and Wei-Shi Zheng, Baogang Hu, and Xiang-Wei Kong, "Nonnegative Sparse Coding for Discriminative Semi-supervised Learning," IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2011.

47.     Xiaohua Xie, Wei-Shi Zheng, JianHuang Lai, and Pong C. Yuen, “Face Illumination Normalization on Large and Small Scale Features,” In Proc. IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), 2008.

48.     Ran He, BaoGang Hu, Wei-Shi Zheng, and YanQing Guo, "Two-stage Sparse Representation for Robust Recognition on Large-scale Database," In Proc. Twenty-Fourth AAAI Conference on Artificial Intelligence , 2010 (oral).

49.     Ran He, Tieniu Tan, Liang Wang, and Wei-Shi Zheng, "l_2,1 Regularized Correntropy for Robust Feature Selection", IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), Rhode Island, USA, June 2012.

50.     Ran He, Zhenan Sun, Tieniu Tan, and Wei-Shi Zheng, "Recovery of Corrupted Low-Rank Matrices via Half-Quadratic based Nonconvex Minimization," IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2011.

²  Important Conference Papers (* indicating supervisor of the students):

51.     Ancong Wu (student), Wei-Shi Zheng*, and Jian-Huang Lai. Depth-based Person Re-identification. Asian Conference on Pattern Recognition, 2015, to appear.

52.     Hongwei Li (student), Jianguo Zhang, Wei-Shi Zheng. HEp-2 Cells Staining Patterns Classification via Wavelet Scattering Network and Random Forest, 2015, to appear.

53.     Xiang Li(student), Ancong Wu(student), Mei Cao, Jinjie You(student) and Wei-Shi Zheng*. Towards More Reliable Matching for Person Re-identification. Proceedings of the First IEEE International Conference on Identity, Security and Behavior Analysis, 2015.

54.     Yonggang Qi, Wei-Shi Zheng, Tao Xiang, Yi-Zhe Song, Honggang Zhang, and Jun Guo, “One-shot Learning of Sketch Categories with Co-regularized Sparse Coding,” International Symposium on Visual Computing, 2014.

55.     Jun-Yong Zhu(student), Wei-Shi Zheng*, JianHuang Lai, "Logarithm Gradient Histogram: A General Illumination Invariant Descriptor for Face Recognition," IEEE Conference on Automatic Face and Gesture Recognition, 2013.

56.     Jun-Yong Zhu(student), Wei-Shi Zheng*, JianHuang Lai, "Transductive VIS-NIR Face Matching," IEEE International Conference on Image Processing, 2012.

57.     Wei-Shi Zheng, Shaogang Gong, and Tao Xiang, "Unsupervised Selective Transfer Learning for Object Recognition," Asian Conference on Computer Vision (ACCV) 2010.

58.     Wei-Shi Zheng, Shaogang Gong, and Tao Xiang, "Associating Groups of People," In Proc. British Machine Vision Conference (BMVC), London, September 2009.

59.     Wei-Shi Zheng and JianHuang Lai, “Regularized Locality Preserving Learning of Pre-Image Problem in Kernel Principal Component Analysis,” In Proc. 18^th International Conference on Pattern Recognition (ICPR), 2006. (top 15%, oral)

60.     Wei-Shi Zheng, JianHuang Lai, and Pong C. Yuen, “Weakly Supervised Learning on Pre-image Problem in Kernel Methods,” In Proc. 18^th International Conference on Pattern Recognition (ICPR), 2006.

61.     Xiaohua Xie, Wei-Shi Zheng, Jianhuang Lai, Ching Y. Suen, "Restoration of a Frontal Illuminated Face Based on KPCA," In Proc. Twentieth International Conference on Pattern Recognition, 2010 (oral).

62.     Bryan Prosser, Wei-Shi Zheng, Shaogang Gong, and Tao Xiang, "Person Re-Identification by Support Vector Ranking," British Machine Vision Conference (BMVC), 2010.

²  Other Conference Papers (* indicating supervisor of the students):

63.     Dongcheng Huang, Xiang Li, Hongwei Li, and Wei-Shi Zheng*, "Learning 3D Compact Binary Descriptor for Human Action Recognition in Video," The 10th Chinese Conference on Biometric Recognition  (CCBR), 2015.

64.     Xiang Li, Jinyu Gao, Xiaobin Chang, Yuting Mai, and Wei-Shi Zheng*, "Person Re-Identification with Data-Driven Features," Chinese Conf. on Biometric Recognition (CCBR) 2014.

65.     Xiaobin Chang, Xiang Li, Yuting Mai, and Wei-Shi Zheng*, "A Similar Interaction Model for Group Activity Recognition in Still Images," Chinese Conf. on Biometric Recognition (CCBR) 2014.

66.      Qian Wang, Jian-Huang Lai, Na Liu, and Wei-Shi Zheng. The Methods of Modeling the Image Sets Based on MEAP and Its Application on Face Recognition. CCBR 2014.

67.     Wei-Shi Zheng, JianHuang Lai, and Pong C. Yuen, “The Solution Space for Fisher Discriminant Analysis and the Uniqueness under Constraints,” In Proc. International Conference on Advances in Biometric Personal Authentication (SINOBIOMETRICS), LNCS 3338, pp. 313-319, 2004, Springer.

68.     Wei-Shi Zheng, JianHuang Lai, and Pong C. Yuen, “Fast Calculation for Fisher Criteria in Small Sample Size Problem,” In Proc. International Conference on Advances in Biometric Personal Authentication (SINOBIOMETRICS), LNCS 3338, pp. 330-338, 2004, Springer. (oral)

69.     Wei-Shi Zheng and JianHuang Lai, “What's Wrong with Fisherface?” In Proc. 4^th Chinese Conference on Biometrics Recognition, 2003. (in Chinese) (oral).

70.     Yan Liang, JianHuang Lai, Yao-Xian Zou, Wei-Shi Zheng, and Pong C. Yuen, ''Face Hallucination Through KPCA," In Proc. Second International Congress on Image and Signal Processing, 2009.

71.     Ran He, Wei-Shi Zheng, Meng Ao, and Stan Z. Li, "Reducing Impact of Inaccurate user Feedback in Face Retrieval," In Proc. Chinese Conference on Pattern Recognition, 2008

72.     Chang-Dong Wang, Jian-Huang Lai, Wei-Shi Zheng, "Message-Passing for the Traveling Salesman Problem," IEEE CVPR Workshop on Inference in Graphical Models with Structured Potentials, 2011.

73.     Na Liu, Jianhuang Lai, and Wei-Shi Zheng, "A Sparse Local Feature Descriptor for Robust Face Recognition," Biometric Recognition (CCBR), 2011.

74.     Jianfang Hu, Guocan Feng, Jianhuang Lai, and Wei-Shi Zheng, "Asymmetric Facial Shape based on Some Symmetry Assumptions," Biometric Recognition (CCBR), 2011.

75.     Dunxiao Wei, Jun-Yong Zhu, Wei-Shi Zheng*, and Jianhuang Lai, "Main Dialect Identification in Mainland China, Hong Kong and Taiwan," Biometric Recognition (CCBR), 2011.

76.     Jun Tan, Jian-Huang Lai, Wei-Shi Zheng and Ching Y Suen, "A Novel Approach  for Stroke Extraction of  Off-line Chinese handwritten characters based on Optimum paths," International Conference on Frontiers in Handwriting Recognition (ICFHR-2012), 2012, accepted.

77.     Junyong Zhu, Wei-Shi Zheng and Jianhuang Lai, "Complete gradient face: a novel illumination invariant descriptor," Biometric Recognition (CCBR), 2012 (Best Student Paper).

78.     Yanqing Guo, Ran He, Wei-Shi Zheng and Xiangwei Kong, "Active shape model based on sparse representation," Biometric Recognition (CCBR), 2012

79.     Yan Liang, JianHuang Lai, Wei-Shi Zheng and Zemin Cai, "A survey of face hallucination," Biometric Recognition (CCBR), 2012.

²   Book &Chapters:

80.     Wei-Shi Zheng, Zhenan Sun, Yunhong Wang, Xilin Chen, Pong C. Yuen, and Jianhuang Lai, "Biometric Recognition," LNCS 7701, Springer, 2012 (ISBN: 978-3-642-35135-8).

81.     Wei-Shi Zheng, JianHuang Lai, Pong C. Yuen, "Linear Dimension Reduction," Encyclopedia of Biometrics, Springer, pp. 899-903, 2009.

82.     Wei-Shi Zheng, JianHuang Lai, Xiaohua Xie, Yan Liang, Pong C. Yuen, and Yaoxian Zou, ''Kernel Methods for Facial Image Preprocessing,'' Pattern Recognition, Machine Intelligence and Biometrics, Springer and High Education Press, 2011.

83.     Wei-Shi Zheng, Shaogang Gong, Tao Xiang, “Group Association: Assisting Re-identification by Visual Context,” Person Re-Identification, Springer, 2013