Selected Publications

(Full Publication List) (Highlight Grouped by Topic)

Book & Chapter


1. 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)

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

3. 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---Expanding Frontiers, Springer and High Education Press, 2011.

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


Selected Journal Publications:

(*: indicating the PI (principal investigator) of the research work, and also the supervisor of the students of the paper of Sun Yat-sen University)


38. Ying-Cong Chen (student), Xiatian Zhu, Wei-Shi Zheng*, and Jian-Huang Lai. Person Re-Identification by Camera Correlation Aware Feature Augmentation. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017. (DOI: 10.1109/TPAMI.2017.2666805) [Project Page (including codes)]

37. JianFang Hu (student), Wei-Shi Zheng*, Jian-Huang Lai, and Jianguo Zhang. Jointly Learning Heterogeneous Features for RGB-D Activity Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), 2017 (DOI:10.1109/TPAMI.2016.2640292). [Project Page (including codes)]

36. Shaofan Lai (undergraduate student), Wei-Shi Zheng*, Jianfang Hu, and Jianguo Zhang. Global-Local Temporal Saliency Action Prediction. IEEE Transactions on Image Processing, in press, 2017.
[This work was finished when Long-Kai was an undergraduate student of his final year]

35. Long-Kai Huang (undergraduate student), Qiang Yang(student), Wei-Shi Zheng*. Online Hashing. IEEE Transactions on Neural Networks and Learning Systems, 2017 (DOI: 10.1109/TNNLS.2017.2689242).[code]
[This work was finished when Long-Kai was an undergraduate student of his final year and submitted one year later after his graduation.]

34. Xiatian Zhu, Botong Wu (undergraduate student), Dongcheng Huang (student), Wei-Shi Zheng*. Fast Open-World Person Re-Identification. IEEE Transactions on Image Processing, in press, 2017 (DOI: 10.1109/TIP.2017.2740564).

   [This work was finished when Xiantian was research assistant and Botong was an undergraduate student in our lab. They contributed equally for this work.]

33. Chenghao Zhang (undergraduate student), and Wei-Shi Zheng*. Semi-supervised Multi-view Discrete Hashing for Fast Image Search. IEEE Transactions on Image Processing vol. 26, no. 6, pp. 2604-2617, 2017.

   [This work was submitted when Chenghao was an undergraduate student of his final year]

32. Ancong Wu (student), Wei-Shi Zheng*, Jian-Huang Lai. Robust Depth-based Person Re-identification. IEEE Transactions on Image Processing,  vol. 26, no. 6, pp. 2588-2603, 2017.

31. Jiansheng Wu (student), Wei-Shi Zheng*, Jianhuang Lai, Ching Y. Suen. Euler Clustering on Large-scale Dataset. IEEE Transactions on Big Data, 2017.

30. Jun-Yong Zhu (student), Wei-Shi Zheng*, Feng Lu, Jian-Huang Lai. Illumination Invariant Single Face Image Recognition under Heterogeneous Lighting Condition. Pattern Recognition, vol. 66, pp. 313327, 2017.

29. Jian-Fang Hu (student), Wei-Shi Zheng*, Xiaohua Xie, and Jian-Huang Lai. Sparse Transfer for Facial Shape-from-Shading Face Shape Transfer for 3D Face Shape Reconstruction. Pattern Recognition, to appear, 2017.

28. Jiazhi He (student), Jianfang Hu, Xi Lu, Wei-Shi Zheng*. Multi-Task Mid-Level Feature Learning for Micro-Expression Recognition. Pattern Recognition, vol. 66, pp. 44-52, 2017.

27. Cairong Zhao, Xuekuan Wang, Wai Keung Wong, Wei-Shi Zheng, Jian Yang, Duoqian Miao. Multiple metric learning based on bar-shape descriptor for person re-identification. Pattern Recognition, vol. 71, pp. 218-234, 2017.

26. Wei-Shi Zheng, Shaogang Gong, and Tao Xiang. Towards Open-World Person Re-Identification by One-Shot Group-based VerificationIEEE Transactions on Pattern Analysis and Machine Intelligence (PAMI), vol. 38, no. 3, pp. 591-606, 2016.

25. 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, vol. 26, no. 8, pp. 1447-1460, 2016. [Supplementary]

24. Zhaoze Zhou (student), Wei-Shi Zheng*, JianHuang Hu(student), Yong Xu, Jane You. One-pass Online Learning: A Local Approach. Pattern Recognition, 2016. [code]

23. Jian-Fang Hu (student), Wei-Shi Zheng*, Jian-Huang Lai, Shaogang Gong, and Tao Xiang. Exemplar-based Recognition of Human-Object Interactions. IEEE Transactions on Circuits and Systems for Video Technology, vol. 26, no. 4, pp. 647-660, 2016.[Project Page. SYSU-ACTION Dataset]

22. Ying-Cong Chen (student), Wei-Shi Zheng*, Jian-Huang Lai, Pong C. Yuen. An Asymmetric Distance Model for Cross-view Feature Mapping in Person Re-identification. IEEE Transactions on Circuits and Systems for Video Technology, 2016.[code]

21. Xiaohua Xie, Lingxiao Yang, and Wei-Shi Zheng*. Learning Object-Specific DAGs for Multi-Label Material Recognition. Computer Vision and Image Understanding, vol. 143, pp. 183-190, 2016.

20. 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.

19. Jiansheng Wu (student), Wei-Shi Zheng*, Jian-Huang Lai. Approximate Kernel Competitive Learning. Neural Networks, pp. 117-132, 2015 [CODE]

18. 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.

17. 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, vol. 36, no. 2, pp. 261-275, 2014.[ESI Hightly Cited Papers]

16. 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. [Code][meta data for ilids, ethz and viper used in the PAMI paper][ESI Hightly Cited Papers]

15. 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.

14. 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. Chang-Dong Wang, Jian-Huang 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.

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

11. 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.[CODE]

10. 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.[ESI Hightly Cited Papers]

9. 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.

8. Xiaohua Xie, Wei-Shi Zheng, Jian-Huang 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.

7. 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.

6. 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.

5. 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. 41774189, 2010.

4. Wei-Shi Zheng, Jian-Huang 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. []

3. Wei-Shi Zheng, Jian-Huang 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. []

2. Wei-Shi Zheng, Jian-Huang 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.

1. Wei-Shi Zheng, Jian-Huang 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, vol. 35, no. 5, pp. 1065-1078, 2005.

 

 

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Top Conferences:

(*: indicating the PI (principal investigator) of the research work, and also the supervisor of the students of the paper of Sun Yat-sen University)


27. Ancong Wu (student), Wei-Shi Zheng*, Hongxing Yu (undergraduate student), Shaogang Gong, Jianhuang Lai. RGB-Infrared Cross-Modality Person Re-Identification. IEEE Conf. on Computer Vision (ICCV), 2017

26. Hongxing Yu (undergraduate student), Ancong Wu (student), Wei-Shi Zheng*. Cross-view Asymmetric Metric Learning for Unsupervised Person Re-identification. IEEE Conf. on Computer Vision (ICCV), 2017

25. Ganzhao Yuan, Wei-Shi Zheng, B. Ghanem. A Matrix Splitting Method for Composite Function Minimization. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2017.

24. Jian-Fang Hu(student), Wei-Shi Zheng*, Liangyang Ma, Gang Wang, and Jianhuang Lai. Real-time RGB-D Activity Prediction by Soft Regression. In European Conference on Computer Vision (ECCV), 2016.

23. Jinjie You (student), Ancong Wu (student), Xiang Li (student), Wei-Shi Zheng*. Top-push Video-based Person Re-identification. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2016.[code]

22. Hailin Shi, Xiangyu Zhu, Shengcai Liao, Zhen Lei, Yang Yang, Wei-Shi Zheng, and Stan Li. Embedding Deep Metric for Person Re-identification A Study Against Large Variations. In European Conference on Computer Vision (ECCV), 2016.

21. Xiaoke Zhu, Xiao-Yuan Jing, Fei Wu, YunhongWang, Wangmeng Zuo, Wei-Shi Zheng. Learning Heterogeneous Dictionary Pair with Feature Projection Matrix for Pedestrian Video Retrieval via Single Query Image. In AAAI Conference on Artificial Intelligence, 2017.

20. 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 (oral).

19. 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.

18. 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.[code]

17. 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.[code]

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

15. Jian-Fang Hu (student), Wei-Shi Zheng*, Jian-Huang Lai, Shaogang Gong, and Tao Xiang, "Recognising Human-Object Interaction via Exemplar based Modelling," IEEE Conf. on Computer Vision (ICCV) 2013.

14. Yuanlu Xu, Liang Lin, Wei-Shi Zheng, and Xiaobai Liu, "Human Re-identification by Matching Compositional Template with Cluster Sampling,"  IEEE Conf. on Computer Vision (ICCV) 2013.

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

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

11. 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.

10. Wenqi Li (co-supervised student), Jianguo Zhang, Stephen McKenna, Wei-Shi Zheng, Maria Coats, Frank Carey "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)

9. Ran He, Tieniu Tan, Liang Wang, and Wei-Shi Zheng, "l2,1 Regularized Correntropy for Robust Feature Selection", IEEE Conf. on Computer Vision and Pattern Recognition, Rhode Island, USA, June 2012.

8. 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, Rhode Island, USA, June 2012.

7. Wei-Shi Zheng, Shaogang Gong, and Tao Xiang, "Person Re-identification by Probabilistic Relative Distance Comparison", IEEE Conf. on Computer Vision and Pattern Recognition, 2011 (Acceptance rate: 26.4%)

6. Ran He, Tieniu Tan, Zhenan Sun, and Wei-Shi Zheng, "Recovery of Corrupted Low-Rank Matrices via Half-Quadratic based Nonconvex Minimization," IEEE Conf. on Computer Vision and Pattern Recognition, 2011. (Acceptance rate: 26.4%)

5. Ran He and Wei-Shi Zheng, "Nonnegative Sparse Coding for Discriminative Semi-supervised Learning," IEEE Conf. on Computer Vision and Pattern Recognition, 2011. (Acceptance rate: 26.4%)

4. 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). (Acceptance rate: 26.9%)

3Wei-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. (Acceptance rate: 23%)

2. Xiaohua Xie, Wei-Shi Zheng, Jian-Huang 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. (Acceptance rate: 31%)

1Wei-Shi Zheng, Stan Z. Li, Jian-Huang Lai, and Shengcai Liao. On Constrained Sparse Matrix Factorization. In Proc. IEEE International Conference on Computer Vision (ICCV), Brazil, 2007. (Acceptance rate: 23%) 

 

 

Main Conferences in Computer Vision and Machine Learning:

(*: indicating the PI (principal investigator) of the research work, and also the supervisor of the students of the paper of Sun Yat-sen University)

12. Yongyi Tang (student), Peizhen Zhang (student), Jian-Fang Hu, Wei-Shi Zheng*. Latent Embeddings for Collective Activity Recognition. IEEE AVSS, 2017.

11. Shangxuan Wu(undergraduate student), Ying-Cong Chen(student), Xiang Li(student), An-Cong Wu(student), Jin-Jie You(student), and Wei-Shi Zheng*. An Enhanced Deep Feature Representation for Person Re-identification. WACV 2016.[Feature Extracted by Ours]

10. Ancong Wu (student), Wei-Shi Zheng*, and Jian-Huang Lai. Depth-based Person Re-identification. Asian Conference on Pattern Recognition, 2015, to appear, oral. (This work was done when Ancong was a undergraduate student)

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

8. 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.

7. 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.

6. 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 (oral).[CODE]

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

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

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

2. Wei-Shi Zheng, Jian-Huang Lai, "Regularized Locality Preserving Learning of Pre-Image Problem in Kernel Principal Component Analysis, " In Proc. 18th International Conference on Pattern Recognition (ICPR), 2006. (top 15%, oral)

 

 

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

 
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