Selected Publications

   The papers can be also downloaded from http://vc.sce.ntu.edu.sg/index_files/publication.htm    

    Refereed Journal Papers

[1]W. Li*, L. Duan*, D. Xu and I. W. Tsang, "Learning with Augmented Features for Supervised and Semi-supervised Heterogeneous Domain Adaptation," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), Accepted (In Press).

[2]M. Kan*, D. Xu, S. Shan and X. Chen, "Semi-supervised Kernel Hyperplane Hashing for Scalable Image Search," IEEE Trans. on Circuits and Systems for Video Technology (T-CSVT), Accepted (In Press).

[3]Z. Xiong*, D. Xu, X. Sun and F. Wu, "Example-based Super-Resolution with Soft Information and Decision," IEEE Trans. on Multimedia (T-MM), pp. 1458-1465, October 2013.

[4]J. Han, L, Shao, D. Xu and J. Shotton, "Enhanced Computer Vision with Microsoft Kinect Sensor: A Review," IEEE Trans. on Cybernetics (T-Cyb),  pp. 1318-1334, October 2013. [Download]

[5]M. Kan*, D. Xu, S. Shan, W. Li* and X. Chen, "Learning Prototype Hyperplanes for Face Verification in the Wild," IEEE Trans. on Image Processing (T-IP), pp. 3310-3316, August 2013.

[6]X. Wu*, D. Xu, L. Duan, J. Luo and Y Jia, "Action Recognition Using Multi-Level Features and Latent Structural SVM," IEEE Trans. on Circuits and Systems for Video Technology (T-CSVT), pp. 1422-1431, August 2013.

[7]X. Xu*, I. W. Tsang and D. Xu, "Soft Margin Multiple Kernel Learning," IEEE Trans. on Neural Networks and Learning Systems (T-NNLS), pp. 749-761, May 2013.

[8]L. Duan*, D. Xu, I. W. Tsang and J. Luo, "Visual Event Recognition in Videos by Learning from Web Data," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), pp.1667-1680, September 2012. [Project homepage] [Download]

[9]L. Chen*, D. Xu, I. W. Tsang and J. Luo, "Tag-based Image Retrieval Improved by Augmented Features and Group-based Refinement," IEEE Trans. on Multimedia (T-MM), pp. 1057-1067, August 2012.

[10]L. Chen*, I. W. Tsang and D. Xu, "Laplacian Embedded Regression for Scalable Manifold Regularization," IEEE Trans. on Neural Networks and Learning Systems (T-NNLS), pp. 902-915, June 2012

      [11]Y. Yang*, F. Nie*, D. Xu, J. Luo, Y. Zhuang and Y. Pan, "A Multimedia Retrieval Framework based on Semi-Supervised Ranking and Relevance Feedback," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), pp. 723-742, April 2012. [Download]

      [12]J. Li*, D. Xu and W. Gao, "Removing Label Ambiguity in Learning-based Visual Saliency Estimation," IEEE Trans. on Image Processing (T-IP), pp. 1513-1525, April 2012.

      [13]L. Duan*, I. W. Tsang and D. Xu, "Domain Transfer Multiple Kernel Learning," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), pp. 465-479, March 2012. [Download]

      [14]L. Duan*, D. Xu and I. W. Tsang, "Domain Adaptation from Multiple Sources: A Domain-Dependent Regularization Approach," IEEE Trans. on Neural Networks and Learning Systems (T-NNLS), pp. 504-518, March 2012. [Download]

      [15]Y. Huang*, D. Xu and F. Nie*, "Semi-supervised Dimension Reduction using Trace Ratio Criterion," IEEE Trans. on Neural Networks and Learning Systems (T-NNLS), pp. 519-526, March 2012.

      [16]Y. Huang*, D. Xu and F. Nie*, "Patch Distribution Compatible Semi-Supervised Dimension Reduction for Face and Human Gait Recognition," IEEE Trans. on Circuits and Systems for Video Technology (T-CSVT), pp. 479-488, March 2012.

      [17]J. Feng, B. Ni, D. Xu and S. Yan, "Histogram Contextualization," IEEE Trans. on Image Processing (T-IP), pp. 778-788, February 2012.

      [18]D. Xu, Y. Huang*, Z. Zeng* and X. Xu*, "Human Gait Recognition using Patch Distribution Feature and Locality-constrained Group Sparse Representation," IEEE Trans. on Image Processing (T-IP), pp. 316-326, January 2012. [Download] 

      [19]F. Nie*, Z. Zeng*, I. W. Tsang, D. Xu and C. Zhang, "Spectral Embedded Clustering: A Framework for In-Sample and Out-of-Sample Spectral Clustering," IEEE Trans. on Neural Networks (T-NN), pp. 1796-1808, November 2011.

      [20]L. Duan*, W. Li*, I. W. Tsang and D. Xu, "Improving Web Image Search by Bag-based Re-ranking," IEEE Trans. on Image Processing (T-IP), pp. 3280-3290, November 2011.

      [21]Y. Liu*, D. Xu, I. W. Tsang and J. Luo, "Textual Query of Consumer Photos Facilitated by Large-scale Web Data," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), pp. 1022-1036, May 2011. [Download]

[22]Y. Yang*, Y. Zhuang, D. Tao, D. Xu, Y. Lu and J. Luo, "Recognizing Cartoon Image Gestures for Retrieval and Interactive Cartoon Clip Synthesis," IEEE Trans. on Circuits and Systems for Video Technology (T-CSVT), pp. 1745-1756, December 2010.

[23]Y. Yang*, D. Xu, F. Nie*, S. Yan and Y. Zhuang, "Image Clustering using Local Discriminant Models and Global Integration," IEEE Trans. on Image Processing (T-IP), pp. 2761-2773, October 2010.  

[24]Y. Huang*, M. S. Brown and D. Xu, "User-Assisted Ink-Bleed Reduction," IEEE Trans. on Image Processing (T-IP), pp. 2646-2658, October 2010.

[25]D. Xu, T. J. Cham, S. Yan, L. Duan and S.-F. Chang, "Near Duplicate Identification with Spatially Aligned Pyramid Matching," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 1068-1079, August 2010.

[26]F. Nie*, D. Xu, I. W. Tsang, and C. Zhang, "Flexible Manifold Embedding: A Framework for Semi-supervised and Unsupervised Dimension," IEEE Trans. on Image Processing (T-IP), pp. 1921-1932, July 2010.

[27]Y. Huang*, D. Xu and T. J. Cham, "Face and Human Gait Recognition Using Image-to-Class Distance," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 431-438, March 2010. [Download]

[28]D. Xu, S. Yan, S. Lin, T. S. Huang and S.-F. Chang, "Enhancing Bilinear Subspace Learning by Element Rearrangement," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), pp. 1913-1920, October 2009. [Download] [ppt]

[29]D. Xu and S. Yan, "Semi-supervised Bilinear Subspace Learning," IEEE Trans. on Image Processing (T-IP), pp. 1671-1676, July 2009.

[30]D. Xu, S. Yan, S. Lin and  T. S. Huang, "Convergent 2D Subspace Learning with Null Space Analysis," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 1753-1759, December 2008.

[31]D. Xu and S.-F. Chang, "Video Event Recognition using Kernel Methods with Multi-Level Temporal Alignment," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI),  pp. 1985-1997, November 2008. [Download] [ppt]

[32]D. Xu, S. Yan, and J. Luo, "Face Recognition Using Spatially Constrained Earth Mover's Distance," IEEE Trans. on Image Processing (T-IP), pp. 2256-2260, November  2008.

[33]X. Li,  S. Lin, S. Yan and D. Xu, "Discriminant Locally Linear Embedding with High Order Tensor Data," IEEE Trans. on Systems, Man and Cybernetics, Part B (T-SMC-B), pp. 342-352, April 2008.

[34]D. Xu, S. Yan, L. Zhang, S. Lin, H. Zhang and  T. S. Huang, "Reconstruction and Recognition of Tensor-based Objects with Concurrent Subspaces Analysis," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 36-47, January 2008.

[35]D. Xu, S. Yan, D. Tao, S. Lin and H. Zhang, "Marginal Fisher Analysis and Its Variants for Human Gait Recognition and Content Based Image Retrieval," IEEE Trans. on Image Processing (T-IP), pp. 2811-2821, November 2007. [Download] 

[36]D. Xu, S. Lin, S. Yan and X. Tang, "Rank-one Projections with Adaptive Margin for Face Recognition," IEEE Trans. on Systems, Man and Cybernetics, Part B (T-SMC-B), pp. 1226-1236, October 2007.

[37]S. Yan, Y. Hu, D. Xu, B. Zhang, H. Zhang and Q. Cheng, "Nonlinear Discriminant Analysis on Embedded Manifold," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 468-477, April 2007.

[38]S. Yan, D. Xu, B. Zhang, H. Zhang, Q. Yang and S. Lin, "Graph Embedding and Extensions: A General Framework for Dimensionality Reduction," IEEE Trans. on Pattern Analysis and Machine Intelligence (T-PAMI), pp. 40-51, January 2007. [Download] [ppt]

[39]S. Yan, D. Xu, Q. Yang, L. Zhang, X. Tang and H. Zhang, "Multilinear Discriminant Analysis for Face Recognition," IEEE Trans. on Image Processing (T-IP), pp. 212-220, January  2007.

[40]S. Yan, D. Xu and X. Tang, "Face Verification with Balanced Thresholds," IEEE Trans. on Image Processing (T-IP), pp. 262-268, January  2007.

[41]D. Xu, S. Yan, D. Tao, L. Zhang, X. Li and H. Zhang, "Human Gait Recognition with Matrix Representation," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 896-903, July 2006.

[42]D. Xu, J. Liu, X. Li, Z. Liu and X. Tang, "Insignificant Shadow Detection for Video Segmentation," IEEE Trans. on Circuits Systems for Video Technology (T-CSVT), pp. 1058-1064, August 2005.

      Refereed Conference Papers

[1]H. Liu*, D. Xu, Q. Huang, W. Li* and S. Lin, "Estimating Human Scanpath Using Hidden Markov Model," IEEE Int. Conf. on Computer Vision (ICCV), 2013. (Oral)

[2]Y. Xu, S. Lin, D. W. K. Wong, J. Liu and D. Xu, "Efficient Reconstruction-Based Optic Cup Localization for Glaucoma Screening," International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2013. 

[3]Y. Xu, X. Gao, S. Lin, D. W. K. Wong, J. Liu, D. Xu, C. Y. Cheng, C. Y. Cheung and T. Y. Wong, "Automatic Grading of Nuclear Cataracts from Slit-lamp Lens Images Using Group Sparsity Regression," International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2013. 

[4]L. Chen*, L. Duan* and D. Xu, "Event Recognition in Videos by Learning from Heterogeneous Web Sources," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2013.

[5]Z. Cui*, W. Li*, D. Xu, S. Shan and X. Chen, "Fusing Robust Face Region Descriptors via Multiple Metric Learning for Face Recognition in the Wild," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2013.

[6]Z. Zeng*, S. Xiao*, C. Jia, T.-H. Chan, S. Gao, D. Xu and Y. Ma, "Learning by Associating Ambiguously Labeled Images," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2013.

[7]S.Y. Yan*, X. Xu*, D. Xu, S. Lin and X. Li, "Beyond Spatial Pyramids: A New Feature Extraction Framework with Dense Spatial Sampling for Image Classification," European Conference on Computer Vision (ECCV), 2012.

[8]Z. Zeng*, C. Jia, T.-H. Chan and D. Xu, "Finding Correspondence from Multiple Images via Sparse and Low-rank Decomposition," European Conference on Computer Vision (ECCV), 2012.

[9]Y. Xu, J. Liu, S. Lin, D. Xu, C. Y. Cheung, T. Aung and T. Y. Wong, "Efficient Optic Cup Detection from Intra-Image Learning with Retinal Structure Priors," International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2012.

[10]L. Duan*, D. Xu and S.-F. Chang, "Exploiting Web Images for Event Recognition in Consumer Videos: A Multiple Source Domain Adaptation Approach," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2012.  [Download]

[11]W. Li*, L. Duan*, I. W. Tsang and D. Xu, "Batch Mode Adaptive Multiple Instance Learning for Computer Vision Tasks," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2012.

[12]L. Duan*, D. Xu and I. W. Tsang, "Learning with Augmented Features for Heterogeneous Domain Adaptation," International Conference on Machine Learning (ICML), 2012. [Download]

[13]W. Li*, L. Duan*, D. Xu and I. W. Tsang, "Text-based Image Retrieval using Progressive Multi-Instance Learning," IEEE Int. Conf. on Computer Vision (ICCV), 2011.  

[14]Y. Xu*, D. Xu, S. Lin, J. Liu, J. Cheng, C. Y. Cheung, T. Aung and T. Y. Wong, "Sliding Window and Regression Based Cup Detection in Digital Fundus Images for Glaucoma Diagnosis," International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), 2011. (Oral)

[15]X. Wu*, D. Xu, L. Duan* and J. Luo, "Action Recognition using Context and Appearance Distribution Features," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2011.

[16]L. Duan*, D. Xu, I. W. Tsang, and  J. Luo, "Visual Event Recognition in Videos by Learning from Web Data," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2010. (Oral, Best Student Paper Award)  [Project homepage] [Download]

[17]L. Chen*, D. Xu, I. W. Tsang, and  J. Luo, "Tag-based Web Photo Retrieval Improved by Batch Mode Re-Tagging," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2010.

[18]Y. Liu*, D. Xu, I. W. Tsang and J. Luo, "Using Large-Scale Web Data to Facilitate Textual Query Based Retrieval of Consumer Photos," ACM Multimedia Conference (ACM MM), 2009. (Oral) [Download] 

[19]Y. Yang*, D. Xu, F. Nie, J. Luo and Y. Zhuang, "Ranking with Local Regression and Global Alignment for Cross Media Retrieval," ACM Multimedia Conference (ACM MM), 2009. (Oral)  

[20]Y. Yang*, Y. Zhuang, D. Xu, Y. Pan, D. Tao and S. J. Maybank, "Retrieval Based Interactive Cartoon Synthesis via Unsupervised Bi-Distance Metric Learning," ACM Multimedia Conference (ACM MM), 2009. (Oral)  

[21]L. Duan*, I. W. Tsang, D. Xu and T. -S. Chua, "Domain Adaptation from Multiple Sources via Auxiliary Classifiers," International Conference On Machine Learning (ICML), 2009. (Oral) [Download]

[22]F. Nie*, D. Xu, I. W. Tsang and C. Zhang, "Spectral Embedded Clustering," International Joint Conferences on Artificial Intelligence (IJCAI), 2009. (Oral) [Download]

[23]L. Duan*, I. W. Tsang, D. Xu and S. J. Maybank, "Domain Transfer SVM for Video Concept Detection," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2009. [Download]

[24]D. Xu, T. J. Cham, S. Yan and S.-F. Chang, "Near Duplicate Image Identification with Spatially Aligned Pyramid Matching," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2008. [Download]

[25]Y. Huang*, M. S. Brown and D. Xu, "A Framework for Reducing Ink-Bleed in Old Documents," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2008.

[26]D. Xu and S.-F. Chang, "Visual Event Recognition in News Video using Kernel Methods with Multi-Level Temporal Alignment," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2007.

[27]S. Yan, D. Xu, S. Lin,  T. S. Huang and S.-F. Chang, "Element Rearrangement for Tensor-Based Subspace Learning," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2007.

[28]H. Wang, S. Yan, D. Xu, X. Tang and  T. S. Huang, "Trace Ratio vs. Ratio Trace for Dimensionality Reduction," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2007.

[29]D. Xu, S. Lin, S. Yan and X. Tang, "Rank-one Projections with Adaptive Margins for Face Recognition," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2006.

[30]D. Xu, S. Yan, L. Zhang, H. Zhang, Z. Liu and H. Shum, "Concurrent Subspace Analysis," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2005.

[31]S. Yan, D. Xu, B. Zhang and H. Zhang, "Graph Embedding: A General Framework for Dimensionality Reduction," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2005. (Oral)

[32]S. Yan, D. Xu, Q. Yang, L. Zhang, X. Tang and H. Zhang, "Discriminant Analysis with Tensor Representation," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2005.

[33]S. Yan, D. Xu, L. Zhang, B. Zhang and H. Zhang, "Coupled Kernel-based Subspace Learning," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2005.  

[34]S. Yang, S. Yan, D. Xu, X. Tang and C. Zhang, "Fisher+Kernel Criterion for Discriminant Analysis," IEEE Int. Conf. on Computer Vision and Pattern Recognition (CVPR), 2005.

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     *Postgraduate Students & Research Staff

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