[中文]    [English]
 


Jianzhuang Liu
Professor
Shenzhen Institutes of Advanced Technology,
Chinese Academy of Sciences,
Shenzhen, China
jz.liu@siat.ac.cn 
Research Interests

    Computer vision, image processing, pattern recognition, machine learning, graphics, and multimedia


Biography

    Jianzhuang Liu received the Ph.D. degree from The Chinese University of Hong Kong, Hong Kong, in 1997. From 1998 to 2000, he was a research fellow at Nanyang Technological University, Singapore. From 2000 to 2011, he was a postdoctoral fellow, then an assistant professor, and then an adjunct associate professor at The Chinese University of Hong Kong. He joined Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences, as a professor, in 2011. He is now a chief scientist in Huawei Company. He has published more than 100 papers, most of which are in prestigious journals and conferences in computer science.


Main Publications

    IEEE Transactions

    [1] B. Gong, J. Liu, X. Wang, and X. Tang, “Learning Semantic Signatures for 3D Object Retrieval,” IEEE Trans. on Multimedia (MM), vol. 15, no. 2, pp. 369-377, 2013.

    [2] W. Zhang, S. Chen, C. Cao, J. Liu, and X. Tang, “Style Transfer via Image Component Analysis,” IEEE Trans. on Multimedia (MM), vol.15, no.7, pp.1594-1601, 2013.

    [3] Q. Ye, Z. Han, J. Jiao, and J. Liu, “Human Detection in Images via Piecewise Linear Support Vector Machines,” IEEE Trans. on Image Processing (IP), vol. 22, no. 2, pp. 778-789, 2013.

    [4] T. Xue, J. Liu, and X. Tang, “3D Modeling from a Single View of a Symmetric Object,” IEEE Trans. on Image Processing (IP), vol. 21, no. 9, pp. 4180-4189, 2012.

    [5] J. Liu, Y. Chen, and X. Tang, “Decomposition of Complex Line Drawings with Hidden Lines for 3D Planar-Faced Manifold Object Reconstruction,” IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 33, no. 1, pp. 3-15, 2011.

    [6] Y. Wang, J. Liu, and X. Tang, “Robust 3D Face Recognition by Local Shape Difference Boosting,” IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 32, no. 10, pp. 1858-1870, 2010.

    [7] S. Chen, L. Cao, Y. Wang, J. Liu, and X. Tang, “Image Segmentation by MAP-ML Estimations,” IEEE Trans. on Image Processing (IP), vol. 19, no. 9, pp. 2254-2264, 2010.

    [8] S. Yan, H. Wang, J. Liu, X. Tang, and T. Huang, “Misalignment-Robust Face Recognition,” IEEE Trans. on Image Processing (IP), vol. 19, no. 4, pp. 1087-1096, 2010.

    [9] B. Zhang, Y. Gao, S. Zhao, and J. Liu, “Local Derivative Pattern versus Local Binary Pattern: Face Recognition with High-Order Local Pattern Descriptor,” IEEE Trans. on Image Processing (IP), vol. 19, no. 2, pp. 533-544, 2010.

    [10] C. Xu, J. Liu, and X. Tang, “2D Shape Matching by Contour Flexibility,” IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 31, no. 1, pp. 180-186, 2009.

    [11] H. Wang, S. Yan, J. Liu, X. Tang, and T. Huang, “Correspondence Propagation with Weak Priors,” IEEE Trans. on Image Processing (IP), vol. 18, no. 1, pp. 140-150, 2009.

    [12] Y. Qiao, W. Wang, N. Minematsu, J. Liu, X. Tang, and M. Takeda, “A Theory of Phase Singularities for Image Representation and its Applications to Object Tracking and Image Matching,” IEEE Trans. on Image Processing (IP), vol. 18, no. 10, pp. 2153-2166, 2009.

    [13] J. Liu, L. Cao, Z. Li, and X. Tang, “Plane-Based Optimization for 3D Object Reconstruction from Single Line Drawings,” IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 30, no. 2, pp. 315-327, 2008.

    [14] L. Cao, J. Liu, and X. Tang, “What the Back of the Object Looks Like: 3D Reconstruction from Line Drawings Without Hidden Lines,” IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 30, no. 3, pp. 507-517, 2008.

    [15] S. Yan, H. Wang, X. Tang, J. Liu, and T. Huang, “Regression from Uncertain Labels and its Applications to Soft-Biometrics,” IEEE Trans. on Information Forensics and Security (IFS), vol. 3, no. 4, pp. 698-708, 2008.

    [16] S. Yan, J. Liu, X. Tang, and T. Huang, “Formulating Face Verification with Semidefinite Programming,” IEEE Trans. on Image Processing (IP), vol. 16, no. 11, pp. 2802-2810, 2007.

    [17] S. Yan, J. Liu, X. Tang, and T. Huang, “A Parameter-Free Framework for General Supervised Subspace Learning,” IEEE Trans. on Information Forensics and Security (IFS), vol. 2, no. 1, pp. 69-76, 2007.

    [18] J. Liu and X. Tang, “Evolutionary Search for Faces from Line Drawings,” IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 27, no. 6, pp. 861-872, 2005.

    [19] D. Xu, J. Liu, X. Li, Z. Liu, and X. Tang, “Insignificant Shadow Detection for Video Segmentation,” IEEE Trans. on Circuits and Systems for Video Technology (CSVT), vol. 15, no. 8, pp. 1058-1064, 2005.

    [20] X. Tang, F. Lin, and J. Liu, “Video-Based Handwritten Chinese Character Recognition,” IEEE Trans. on Circuits and Systems for Video Technology (CSVT), vol. 15, no. 1, pp. 167-174, 2005.

    [21] J. Liu, Y. T. Lee, and W. K. Cham, “Identifying Faces in a 2D Line Drawing Representing a Manifold Object,” IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 24, no. 12, pp. 1579-1593, 2002.

    [22] X. Tang, X. Gao, J. Liu and H. Zhang "A Spatial-Temporal Approach for Video Caption Detection and Recognition," IEEE Trans. on Neural Networks (NN), vol. 13, no. 4, pp. 961-971, 2002.

    [23] J. Liu and Y. T. Lee, “A Graph-Based Method for Face Identification from a Single 2D Line Drawing,” IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), vol. 23, no. 10, pp. 1106-1119, 2001.

    CVPR, ICCV, and ECCV

    [24] L. Yang, J. Liu, and X. Tang, “Complex 3D General Object Reconstruction from Line Drawings,” Proc. IEEE Int’l Conf. Computer Vision (ICCV), 2013.

    [25] D. Gong, Z. Li, D. Lin, J. Liu, and X. Tang, “Hidden Factor Analysis for Age Invariant Face Recognition,” Proc. IEEE Int’l Conf. Computer Vision (ICCV), 2013.

    [26] T. Xue, J. Liu, and X. Tang, “Example-Based 3D Object Reconstruction from Line Drawings,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2012.

    [27] T. Xue, J. Liu, and X. Tang, “Symmetric Piecewise Planar Object Reconstruction from a Single Image,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2011.

    [28] T. Xue, J. Liu, and X. Tang, “Object Cut: Complex 3D Object Reconstruction Through Line Drawing Separation,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2010.

    [29] M, Chen, M. Liu, J. Liu, and X. Tang, “Isoperimetric Cut on a Directed Graph,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2010.

    [30] Z. Li and J. Liu, “Constrained Clustering by Spectral Kernel Learning,” Proc. IEEE Int’l Conf. Computer Vision (ICCV), 2009.

    [31] Z. Li, J. Liu, and X. Tang, “Constrained Clustering via Spectral Regularization,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2009.

    [32] Y. Wang, Y. Chen, J. Liu, and X. Tang, “3D Reconstruction of Curved Objects from Single 2D Line Drawings,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2009.

    [33] Y. Chen, J. Liu, and X. Tang, “Sketching in the Air: A Vision-Based System for 3D Object Design,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2008.

    [34] H. Wang, S. Yan, T. Huang, J. Liu, and X. Tang, “Misalignment-Robust Face Recognition,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2008.

    [35] Y. Wang, X. Tang, J. Liu, G. Pan, and R. Xiao, “3D Face Recognition by Local Shape Difference Boosting,” Proc. European Conf. Computer Vision (ECCV), 2008.

    [36] W. Liu, S. Hoi, and J. Liu, “Output Regularized Metric Learning with Side Information,” Proc. European Conf. Computer Vision (ECCV), 2008.

    [37] Y. Qiao, J. Liu, and X. Tang, “Offline Signature Verification Using Online Handwriting Registration,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2007.

    [38] S. Chen, L. Cao, J. Liu, and X. Tang, “Iterative MAP and ML Estimations for Image Segmentation,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2007.

    [39] Z. Li, J. Liu, and X. Tang, “A Closed-form Solution to 3D Reconstruction of Piecewise Planar Objects from Single Images,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2007.

    [40] Z. Li, J. Liu, S. Chen, and X. Tang, “Noise Robust Spectral Clustering,” Proc. IEEE Int’l Conf. Computer Vision (ICCV), 2007.

    [41] Y. Chen, J. Liu, and X. Tang, “A Divide-and-Conquer Approach to 3D Reconstruction of Manifold Objects from Line Drawings,” Proc. IEEE Int’l Conf. Computer Vision (ICCV), 2007.

    [42] L. Cao, J. Liu, and X. Tang, “Degen Generalized Cylinders and Their Properties,” Proc. European Conf. Computer Vision (ECCV), 2006.

    [43] L. Cao, J. Liu, and X. Tang, “3D Object Reconstruction from a Single 2D Line Drawing without Hidden Lines,” Proc. IEEE Int’l Conf. Computer Vision (ICCV), 2005.

    [44] J. Liu and X. Tang, “Efficient Search for Faces from Complex Line Drawings,” Proc. IEEE Conf. Computer Vision and Pattern Recognition (CVPR), 2004.

    ACM-MM

    [45] D. Gong, Z. Li, J. Liu, and Y Qiao, “Multi-feature Canonical Correlation Analysis for Face Photo-Sketch Image Retrieval,” Proc. ACM Multimedia (ACM-MM), 2013.

    [46] Z. Zhang, W. Zhang, J. Liu, and X. Tang, “Facial Landmark Localization based on Hierarchical Pose Regression with Cascaded Random Ferns,” Proc. ACM Multimedia (ACM-MM), 2013.

    [47] K. Zhao, W. Liu, and J. Liu, “Optimal Semi-Supervised Metric Learning for Image Retrieval,” Proc. ACM Multimedia (ACM-MM), 2012.

    [48] C. Cao, S. Chen, Y. Li, and J. Liu, “Online non-feedback image re-ranking via dominant data selection,” Proc. ACM Multimedia (ACM-MM), 2012.

    [49] B. Gong, J. Liu, X. Wang, and X. Tang, “3D object retrieval with semantic attributes,” Proc. ACM Multimedia (ACM-MM), 2011.

    [50] Q. Zhou, S. Chen, J. Liu, and X. Tang, “Edge-preserving single image super-resolution,” Proc. ACM Multimedia (ACM-MM), 2011.

    [51] Z. Yu, C. Xu, J. Liu, O. C. Au, and X. Tang, “Automatic object segmentation from large scale 3D urban point clouds through manifold embedded mode seeking,” Proc. ACM Multimedia (ACM-MM), 2011.

    [52] C. Xu, Z. Zhang, J. Liu, and X. Tang, “3D Object Search Through Semantic Component,” Proc. ACM Multimedia (ACM-MM), 2010.

    [53] J. Hu, S. Chen, J. Liu, and X. Tang, “Fast Image Rearrangement via Multi-Scale Patch Copying,” Proc. ACM Multimedia (ACM-MM), 2010.

    [54] B. Gong, C. Xu, J. Liu, and X. Tang, “Boosting 3D Object Retrieval by Object Flexibility,” Proc. ACM Multimedia (ACM-MM), 2009.

    [55] B. Gong, Y. Wang, J. Liu, and X. Tang, “Automatic Facial Expression Recognition on a Single 3D Face by Exploring Shape Deformation,” Proc. ACM Multimedia (ACM-MM), 2009.

    [56] M. Liu, S. Chen, J. Liu, and X. Tang, “Video Completion via Motion Guided Spatial-Temporal Global Optimization,” Proc. ACM Multimedia (ACM-MM), 2009.

    [57] M. Liu, S. Chen, J. Liu, “Precise Object Cutout from Images,” Proc. ACM Multimedia (ACM-MM), 2008.

    [58] T. Huang, S. Chen, J. Liu, and X. Tang, “Image Inpainting by Global Structure and Texture Propagation,” Proc. ACM Multimedia (ACM-MM), 2007.

    [59] S. Chen, Z. Li, J. Liu, and X. Tang, “Image Matting Using Linear Optimization,” Proc. ACM Multimedia (ACM-MM), 2007.

    [60] Z. Li, J. Liu, and X. Tang, “Shape from Regularities for Interactive 3D Reconstruction of Piecewise Planar Objects from Single Images,” Proc. ACM Multimedia (ACM-MM), 2006.

    [61] Y. Li, C. Xu, J. Liu, and X. Tang, “Detecting Irregularity in Videos Using Kernel Estimation and K-D Trees,” Proc. ACM Multimedia (ACM-MM), 2006.

    [62] L. Cao, J. Liu, and X. Tang, “3D Object Retrieval Using 2D Line Drawing and Graph Based Relevance Feedback,” Proc. ACM Multimedia (ACM-MM), 2006.

    SIGKDD, SIGCHI, AAAI, ICML, IJCAI, and ICDM

    [63] W. Liu, S. Ma, D. Tao, J. Liu, and P. Liu, “Semi-Supervised Sparse Metric Learning Using Alternating Linearization Optimization,” Proc. ACM SIGKDD Int’l Conf. on Knowledge Discovery and Data Mining (SIGKDD), 2010.

    [64] W. Liu, X. Tian, D. Tao, and J. Liu, “Constrained Metric Learning via Distance Gap Maximization,” Proc. AAAI Conf. Artificial Intelligence (AAAI), 2010.

    [65] W. Liu, B. Qian, J. Cui, and J. Liu, “Spectral Kernel Learning for Semi-Supervised Classification,” Proc. Int’l Joint Conf. Artificial Intelligence (IJCAI), 2009.

    [66] Y. Luo, W. Liu, J. Liu, X. Tang, “MQSearch: Image Search by Multi-Class Query,” Proc. ACM Int’l Conf. Human Factors in Computing Systems (SIGCHI), 2008.

    [67] Z. Li, J. Liu, and X. Tang, “Pairwise Constraint Propagation by Semidefinite Programming for Semi-Supervised Classification,” Proc. Int’l Conf. on Machine Learning (ICML), 2008.

    [68] M. Chen, J. Liu, and X. Tang, “Clustering via Random Walk Hitting Time on Directed Graphs,” Proc. 23rd AAAI Conf. Artificial Intelligence (AAAI), 2008.

    [69] W. Liu, D. Tao, and J. Liu, “Transductive Component Analysis,” Proc. IEEE Int’l Conf. Data Mining (ICDM), 2008.

    [70] H. Wang, S. Yan, T. Huang, J. Liu, and X. Tang, “Transductive Regression Piloted by Inter-Manifold Relations,” Proc. Int’l Conf. on Machine Learning (ICML), 2007.

    [71] W. Liu, X. Tang, and J. Liu, “Bayesian Tensor Inference for Sketch-based Facial Photo Hallucination,” Proc. Int’l Joint Conf. Artificial Intelligence (IJCAI), 2007.

    Other International Journals

    [72] S. Chen, M. Liu, W. Zhang, and J. Liu “Edge Preserving Image Denoising with a Closed Form Solution,” Pattern Recognition, vol. 46, no. 3, pp.976-988, 2013.

    [73] Y. Cao, B. Zhang, J. Liu, and J. Ma, “Weighted Margin Sparse Embedded Classifier for Brake Cylinder Detection,” Neurocomputing, vol. 120, pp. 560-568, 2013.

    [74] Z. Han, J. Jiao, B. Zhang, Q. Ye, and J. Liu, “Visual Object Tracking via Sample-Based Adaptive Sparse Representation (AdaSR),” Pattern Recognition, vol. 44, no. 9, pp. 2170-2183, 2011.

    [75] Y. Wang, G. Pan, and J. Liu, “A deformation model to reduce the effect of expressions in 3D face recognition,” The Visual Computer, vol. 27, no. 5, pp. 333-345, 2011.

    [76] W. Liu, Y. Luo, and J. Liu, “Adaptive Face Hallucination Through Global Statistical Inference and Local Geometry Transfer,” Int’l J. of Electronics, Computing and Engineering Education, vol. 1, no. 1, pp. 9-15, 2010.

    [77] S. Yan, H. Wang, J. Liu, X. Tang, and T. Huang, “Ranking with Uncertain Labels and Its Applications,” Frontiers of Computer Science in China, vol. 1, no. 4, pp. 407-412, 2007.

    [78] F. W. Tse, W. K. Cham and J. Liu, “DC Coefficient Restoration Technique and its Applications to Image Coding,” IEE Proc. Vision Image Signal Process., vol. 149, no. 5, pp. 272-282, 2002.

    [79] J. Liu, K. Ma, W. K. Cham and M. M. Chang, “Two-Layer Assignment Method for Online Chinese Character Recognition,” IEE Proc. Vision Image Signal Process., vol. 147, no. 1, pp. 47-54, 2000.

    [80] J. Liu, W. K. Cham, and M. M. Y. Chang, “On-line Chinese Character Recognition by Incorporating Human Knowledge,” Int’l J. of Uncertainty, Fuzziness, and Knowledge-Based Systems, vol. 5, no. 1, pp. 13-29, 1997.

    [81] J. Liu, W. K. Cham, and M. M. Y. Chang, “A Spatial-Temporal Method for on-Line Chinese Character Recognition,” Communications of COLIPS, vol. 7, no. 1, pp. 31-39, 1997.

    [82] J. Liu, W. K. Cham, and M. M. Y. Chang, “Online Chinese Character Recognition Using Attributed Relational Graph Matching,” IEE Proc. Vision Image Signal Process., vol. 143, no. 2, pp. 125-131, 1996.

    [83] W. X. Xie and J. Liu, “Fuzzy c-Means Clustering Algorithm with Two Layers and its Application to Image Segmentation Based on Two-Dimensional Histogram,” Int. J. Uncertainty Fuzziness Knowledge-Based Systems, vol. 2, no. 3, pp. 343-350, 1994.



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